{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import cv2\n",
    "from utils import get_meta\n",
    "\n",
    "db = \"wiki\"\n",
    "# db = \"imdb\"\n",
    "mat_path = \"data/{}_crop/{}.mat\".format(db, db)\n",
    "full_path, dob, gender, photo_taken, face_score, second_face_score, age\\\n",
    "    = get_meta(mat_path, db)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images: 62328\n#images with inf scores: 18016\n"
     ]
    }
   ],
   "source": [
    "print(\"#images: {}\".format(len(face_score)))\n",
    "print(\"#images with inf scores: {}\".format(np.isinf(face_score).sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jq+p/klwFXFtVHxtlf6uxBzDR001U1eeBB8ddx1xVtbuqbm7rPwDuZEKu0q6BH7aHh7Zl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\nJHXKAJCkThkAktSp/wdp3RUdzEi4WAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x124464d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = plt.hist(face_score[face_score>0], bins=np.arange(0, 8, 0.2), color='b')\n",
    "plt.xlabel(\"face score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images with second face scores: 4096\n"
     ]
    }
   ],
   "source": [
    "print(\"#images with second face scores: {}\".format((~np.isnan(second_face_score)).sum()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x124bba748>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fn+3xlnLQjzXVgv6/Nv79EeCDVfXRSdezP+3j/S3AqyddS3Ma8No2Fv4h4IwkH5hsSU9r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\nm/QV2YRhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113e9e2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = plt.hist(second_face_score[~np.isnan(second_face_score)], bins=np.arange(0, 8, 0.2), color='b')\n",
    "plt.xlabel(\"second face score\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols, rows = 4, 3\n",
    "img_num = cols * rows\n",
    "path_root = \"data/{}_crop/\".format(db)\n",
    "\n",
    "\n",
    "def show_imgs(img_paths):\n",
    "    img_ids = np.random.choice(len(img_paths), img_num, replace=False)\n",
    "\n",
    "    for i, img_id in enumerate(img_ids):\n",
    "        plt.subplot(rows, cols, i + 1)\n",
    "        img = cv2.imread(path_root + str(img_paths[img_id]))\n",
    "        plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))\n",
    "        plt.axis('off')\n",
    "    \n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images with scores lower than 0.0: 18016\n"
     ]
    }
   ],
   "source": [
    "img_paths = []\n",
    "\n",
    "for i in range(len(face_score)):\n",
    "    if face_score[i] < 0.0:\n",
    "        img_paths.append(full_path[i][0])\n",
    "\n",
    "print(\"#images with scores lower than 0.0: {}\".format(len(img_paths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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P3M91px7K1Wcey+k3/Qh53d0sXz2PEWOmoPU2tNY4tl2eMSwlpdjm9C9eRNPKNdRlkqyf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\nHwA8z/NWKB8APM/zVigfADzP81ao/w769iMWfXU/RgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1148ffe80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_imgs(img_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images with scores lower than 1.0: 1319\n"
     ]
    }
   ],
   "source": [
    "img_paths = []\n",
    "\n",
    "for i in range(len(face_score)):\n",
    "    if 0.0 < face_score[i] < 1.0:\n",
    "        img_paths.append(full_path[i][0])\n",
    "\n",
    "print(\"#images with scores lower than 1.0: {}\".format(len(img_paths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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RWo6FMQoH+wo3xuUl9b1/R4kmihPU6svOavWmERAlEYG6RNi97+bySBy6RULu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\nSVLiBwYGqFarCRyjqZUruyRhqDCAgOBEyqGMu9vftEwzjjeGCN8PadT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33cfo6CjXXnst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f8dawGb1vGj0A4DxlUfA93/99/D//78/wnf/b29FhTFGUPO95t+J8yrvf824KqcmyYnJYrK11\nMXnEysoKUtd46PR5vumN34p1kshrpHDEYsSBvVO85Javq1yCXIazkkZ9Cq00dqNz4h96q/iHolOr\nsd7tEccNAifZv2cPALt3LBBIBaUlrCu8sdjSENRqRFpR4iZG6koptAYnJfO7FqgLxb6de0kHQ9aP\nH2XX3l2YjYDQe4kQCokmEAFhQ4KOSMKItLQEYXXz0EFJGNVptTrMzC+QoKs0VRgzs3sXz7rlFm64\n4QYAmlNtBnmOFB6nKm6yZSXcqaREWKp2L6rumLmpaaT1ZMOnWSR+4uTjDIxnrdQ8utKj50IGhZmQ\n9+Zo/WY7IVJMij9lWRKGIXme441HSEEgL+snB0EA0k1GjqMowRpBuzPNufUur3zVN/HsG27jxCfu\n5eKxR3jBoWeTF47MOJ5966385Sc+zgte9DX87C/8PLfc+hwef+wYK5fO85IX3I7yVX5TSo0UkjjU\nCJFgEEhXOdzvmJunu7rG/Mw8Dz98jGuvuhpBQCwFO/ftojm9tSJCQqjq+wUxY2sZrvWpNUOyzGAs\nWFNM1lJrjTOVFslgvTJwPvb4GaJAIFTEy+58MR/+8O9xxx138Od//heMRiOSWkgURQwGg6o+YQz9\nfp+FhTk6nQ5rK2eYmpnm/MVLTF99K6ceP8q/fcd3EPkRr37RDIsnz/G8V76Edd3l9a+/mue99Fq6\nvRa7Zr+WHzr+kxy+7sXMLHQ4+ljBbTddy2OnFukeu4trxn1+9ZYR+9KvwTz/R9j19TsYPfgHtJN7\nkBJKU5KPnrz+xD8W3fXzeFsjH0kOHQjwFCgRTzxJ/64Iu3o2FYmXZfkVSXyzMLlJTJtBQ6A0r3rd\nv+BH3/XDGFOQDgSrvVWCSKMCz7XPOMDd957BlJLBaIhH4GVIWJ+jJRrsO3Alt+/ah9M1BBZhC3ZO\ntXjh7dcyUwdd6W9hnUCgUVLjPZNp0vF4zNTU1D/tgj4BtVCxNBoStqZIwoCrDhwCQCPwxuKVRyJw\nxmOLEhManAuwpcGry5rq4xIiBUeuvwa3Z0jeG3D6vmBnyAAAIABJREFU2KOcWb6AridYVT2HytZO\nVHqOQiFkgAokaE1dB6hok1iHaB3SqLfptGdQBhhbwnqINXDNs5/Njo1IXEWaHEe9GSE1WKoahXO+\nGun3hu6wciwSxjHVarJ35w7G6dPM7T4zlnO9EWdEm8VUkImNK426nNPaVGOrTGD9ZUukDdEq7z2B\nCqphDx2gN0aXLZLMO6SvXkTvNFlh0FYyWBrx+b++n5nyQ8w02/zur/4mr3jVizh24iFued6z+fX3\n/jQm7fO7v/UBbr32Ki48foxr9u3mWXteQ5EOKU2O1nG1GY0l1JpaHDPOM645sI9HTp5hujlFpzbN\nnl172bt7P4899jizCwd4+NwxHj19kt3TW9umha9MptMiJzWGek1gXc44S3FeEahgctgZY8AKHJ5A\nxGit6Y9KCi2ZmW5xz+f+hrW1NfI8p9frcejQYfp5gVUCL6HWabF88QJT03WsG7PeL0lzw3g45Lqb\nb+cH3/YG0uGA2Zkmv/vbH+IPLh3gD//0V3jhnc/ml3/+j2k2ryJMXsVMXSOCFYZO0+9K7n/gs/S6\nF+mn17L0x7/Gh992J/ILZ4mu/FGCb/9a1mf7hAX4IEQiyEJFo2ywbla3dm2Bhx85Bm6BVkNS5pZI\nSZyqouW/i8CllJNUyng8Jkm+cm55cwzfGHN54lJ6PBaE5z3/4cf5d//Xv+PH/s8fRwUBaTai2Ul4\nyYtfBvIojz12nJ06obQKVI3UZBxZ2IkMqj77RFlaccH8zDQ3Xn01sw0QosRTDQJttvRauzn2Xt0e\nms2tdfZx+RhlDco7pttt9u7caAIoDCqsyDxPc3QksaWjGOdkSIqyQG5234QK46v0aWMqhOY0SaNB\n68I5du3fRyEMwUbXiVcgEHgr8EogCar0KxKHZJxVXNTrpwz6KbXamOEoJ0RVuvEScqGY2rWHckNi\nWkYBRVGSDQriZkgtkmSFrySApcdbN4nEI6GYarRoJ3V8/jTrThmUBhvVWV13FCJEeElgSgiDicNI\nGIaMRqOKtK2ZRC6bZL6JTVeSQAVVpJ7nGCFQApQXeKEwxvEt3/YWDrQP82ef+HP++s/v4pWv+3p+\n5APvZfqqaR78xF/TuXoPSo2RcsxsJ8asnGd67z58kZJoqMUho1xSeF0ZHochyhjKfEwcaXbumEWF\nLVZXu8Rhk1ZzDm8jzp9d4+zFPmHYQUeOzx/9wtYuruqj9TPIa3WaKsGohFG6hPMFGEXuHIlOKG1Z\nWdRZQxRFFHmOs55GUKVkzp5Y5NrD13Hr8xpcuLTINc+4mlqtxnhpxNpal/mFneTWMbPQJlYRykvM\nOOfb/s3beN6Reb74wGc40BComRaDbIXv+55Xcf0LX8l0dCXnf/U8urFAONZkNc+ssdj2FXQvXmSq\nLdm3+2rOnjhHma/xngM7mD70Dch3vgwfWkbWEpYdlPZIpbH1IY38ICNZ0Gq0t3ZtAVNEdLsD/uUb\nXkwsxzBKIPn7WxufSOCbDvV/3+fhsmEDm+qXUmC94V3v+mE+8P7386bv+g6WVpZZHwxpt9u8+tXP\n5xffd4xavcZoHNBPYeHg/uoW5iRRoGn4nNe96rnkw4JOUkmUGCkRk0NI4vFIZXHOsr6e0W63/2FG\nF9vYMjwlulM6GkKT06o3UCokqdUQ0k8mMb2vIm/PhmVUafDWYYoSLavIO9QBgazjSofSDicGlK5H\nHJTUAo8vBamYIZ05xC995M+Yn97FL/zWe/ni0XsYrJyjXO8yu2cfsjHDwVe8FKbrnB+nNJI288kM\n8/P7SRfH+MxSGoeKZxCqgylStPW40mC8Iww1oVDIooC8RxiW7JpJ2BkpWnjOLl/gkjuPKbqE3nM+\n7W3t4mpNGAm0KqknAYFbYrB0lvH6OliHUpqiqGQFhJBIVekqC+mJkxAnIIgjZufn+fNPfbLysCw9\nvW7O1UduJtSOq686SDYe0ohDslFBOuyjdcHi0nFuf+48Fy7ew0u/9lZW3Cle9OqXsPfQ7Xz32z7A\n/qmXEjqHVGfAT3FmzjH0JRdjRZxVmi0ADz34CPPzO+ld6rJ7eobktueShpd1xDcP7vXzJ1kZVvnH\ndrMzKX5vJcpuzDMP76MmAR/gkxJrBH6iM+tAGLyrIui8LEjLMakpLqcBn6Ae+OUgJRRlhscSBAqE\nQwiJtY48yyvtcaX51jd/Gx/92EfZtWsXM1PT1JMakbB85xvfwOkTxwhrkvnd87TEFPUyYKcWNMcr\nvPm1txPYkmYSUlooPeA81oOQGkel7pmOS4oSWq3WV/y+/1RwWcbC9BT1IODArl20G3XajTqxVoRS\nE0lNd3mVPM1xpZmoVz6xRbNKoQqMsJQGsv4YAjh0/dW88jWvJp5r4DV4XemUKTZSkEgECofGWMXF\nbpeVXp+VXp/SeLSK8VbS7/VZ6w7ojzL6WYmsJcwfaCGTAJkEnF1d5+jpU/z+f/8Yf/IXd7G4uMry\n8jKL5y9w8vgJzp8+w2Ctx2CtRzlOMWnG4QMH2TU//6TX6SkRicugEtNZu7SGtYpiNCLcMN3N83zy\nQMIgRCn1JaI9X7JRfbExuCJxLkQQk3tN33kWduzhHT/yf1MmdbrnL/CR3/wQJx96mIXOAnuuvpYw\nqQGO3GT4OAEH//bHfoa7fuf/Z3TqPEm9QSJ6ONHHYRn0MxABzkqyonJdj6MAZw2FqfL3s7OzuPV1\nOp0W9UZCYQTDPEMJQbvWhNIy05je2sV1Du9HSELWFs9wsX+aOJ5GS4mxY2zGxph3ivcGITxhqLHW\nsra2QrPVwQPWO2bn53jrW97OO97xTl74wq/lN37j17nhmQdZPn+aZr2OcCnXXnOYz376k7zw+a/i\nxNEv8jM/9V9497veyuvf+CZEvJ/G1LO47YXP4vjZx6m1NQO5l9XCsSs9xvOLEVeKa/k5VWAzSW+8\nxsx0m8WLPUQtotFIOHJgP35HByf5kujVWkv/+IOsZpJAWNI0+3vFpv4pcPvzn8vMbLy52EipELoa\nqqmiZgvCoZWlKCxahdz3xQdoNFtkgy5ZlhGGIbt372ZqaurvKMZK8BJrPNaUG8bHCik0gVZY4zZu\nrBkveMELnmCvZskLh3PwYz/6Q1hglFa57iiEQX+E4gC9/lI12SwFUlZ5cO8FciNXPBgMUErRbDQx\n9nKd4ckUb78aKFuye34Hwmv2zM+TbHqHxjGR0igp6Xf7NJMGCgGu4gmtA4KoWkchPGtpxrDfp71z\nHmc03ktqQYdGokgHObIebKxy1Wsjn9Bz43zlkXpxaZl0XKU4avUmM9M16rUWgoDRMMWGnnq9iZOS\nxR48+PAjAHzhwS9QbzRY663znFtvYzgYIZVgnI3p9tYoXEFYr9pBa2GELyzNKCKWT56anxIkno4y\nrIspjaW0Dqk1Uniwl6+RVZVZU2x4Cm4Weqy1k/wiVC+ssBFWRFgS3vZ9P8jXvOmbQSj+60/9HJ6S\nD/3K+4jXusRJhB8XvOXt38Nv/dEfcMPUqyEwOAd23SGHkhe94BWcnX2E00cfw+shxgVoHVOvdygN\nFOUQby8r1MmN7yqB2Almptp4DGvdS+Smxp7de0lXzuBLz4G9V/DoyS22EFMgVcmxow+y2jyMqIdY\nEWCdBz0mkJLSZgzTjLIs0SKcbM5aLWaUjRmNDUI6stLzgz/4Q3R7S3zkDz/Igw/fx2f/8he44aZX\n8y3f9u3cddfdvOLOF3D3p/+MM6fOsnPHXh49eok3vOknEfoQK6trREGAMWPiIEQOUw73z3Bb2OVb\nb1wgqGd0Hi/5+WyI6cMNNz+Ls2fO0Gp2KPOc5eVVCCVpHRpfJggcXzjNamqRwmPGBhVt/UVzZiFG\nSHA4LIIsLVCuutFsHogIgRAG7x0PPnCMXTuvIE4S2vv3TNx3jDGTydm/DWMcQRBVbbMb3VjjcU4U\nRVULoxCAJwiqdzAIgsnfo3RIM5B457DjgrYO8KSY1JCoqre/3mohRSWzEEVVF2QYasZ5VbzsdDqT\nW88T9ci3OhKPtCAfD7nxmTdRCwOCDclcqRUmL5C1hHq9TjEu6PXWaNQTdu3aQU1Hk+CuKDL6o4JH\njj7K3p3zDPIxSRCRJBHjPMeHArFRBLW+Km4GUlR6/4C1nlE6hiDYCPRg59wOlNA44xkPx8zMzFbP\nox6ytjbkzGNnuXCxcp66tLZOMBgyMzODUCFCZFQqEZXhTF5mlK5aW1sWYC3KQ/APOBufEiRunCeu\n1xCqRIgq7ydCgS3M5Eq0+fJuVug30ytwWUazsAarYsrCsbDnCl77hu9k5orrwCv+9Pf+iLW1Lqcf\nfxhpCwJfUgvbLF1apJ+O6ezcAbbajA1v+dTvfJh9meLc448x7vWoFyVWFJSmJJQhziryLEdKjXOV\ni7hAVIbBAnSgCLVGRSGYkvVBj/6gT3e9xyAfs39unovnLjLT2brqPgDLlvCE5/5aSFOk1PQUEovA\n48qAQGqcM6TDXiWQFNeqA1Np8mJMFNQoywLlQyIV0WnWicSIWqvF/Nxe/vd3/SxaChIVcOb4eU6e\nOMNKt8vYG8bS4AuJRjCioFUs0dl1ExdOXOSZo9O8dc+Yqw52OB3sYer6m8i+8OvQP402h+mKZerr\nO2hOtbAmo0xLFtp13NwBUBlREVNucPSm1+RwpU83CzAuoIbCbLW4GLCytk6ShCAceWbwLqAZe7QO\nUEogxOZbKrlwfol9e6/EC0mzFaLYdNNxk8DkiZHtZkQthKIsDeNxNScRxzWKoqDY2B9V+6CkLCur\nwjRNJ+243gm8FOAccSgRlHgiwqBqMdVa46zAWEuSJAhRHeCDwYgoCWm325elAPxGh8w/k8RvogRJ\nIEkCTRRIQr3RNmg1TunKEGOjpbgsLeOsIM3GqEChw+qzDsHZs2e5cGmR9bSkO0pxddBxCKEmDBUb\n9drKLJqqxVywkWv21X+1p2YmBdDp6VkwYHKDtJJGLSLQEYuX1vnCA1/kwaOPTIrVe/ZewYGDVyA8\nRFHCfD2mdJY0HeGwOGcmswNCBghpmWq2mWq2nvQ6ia0+TbexjW1sYxtbh6dEYXMb29jGNrbxj8M2\niW9jG9vYxtMY2yS+jW1sYxtPY2yT+Da2sY1tPI2xTeLb2MY2tvE0xjaJb2Mb29jG0xjbJL6NbWxj\nG09jbJP4NraxjW08jbFN4tvYxja28TTGNolvYxvb2MbTGNskvo1tbGMbT2Nsk/g2trGNbTyN8ZRQ\nMWxM7/eVxZpFaYkQHinBukrVEKDMauhAYG1OFEsQjv/00/+B97///Rx79HGMMdSimPX1dVqtFlme\nImWl7NZoNGg260xPT9MxkJeVLnBeFjTbLUpnyfIcJyCOY1qxRGhFGIZEcQ0nJMZa+um4MqpQknat\nyXCYkiQJRWEoC086ynGukg511jOWg8of1BikB0qLMZV4/aYBtPOGc2fObpko8w+8+S2+0+mglJqY\nSJdliXOO5eVlut0uKysrHDt2jNFoRDeJaQiNNgVBaditNS0V0A4iOlqhHZUhR14Akl5dEwkFZYnL\nCppCUdMhNs+YrjfAe+pJpf6W5zn3asXAFIyM4eRonVJrdC1h7Eo8FukdkfQo75F4RNDBOFtZyPmM\ndiR497u+n2h0EeUyaklEKQTWSdKiwJiAIAgIkoQrDh3hpq9/65bazxRF8Y9WkJtYrW08FyEEp0+f\n5hOf+AQf/OAHOXDgAG984xvpdrvce++9xHHMpUuXuPfee1lcXARgOBzivef6669naWmJ173udayu\nriKEYDgccvLkSU6ePMloNMKYyrVJKUVZlqRpOnkvKllbwS233MJ73/teDh06NFFU/HK64U/42Zat\n73d98+0+DHVlS6cqlcGyLPEearUE60qcMxhTEEaaOOxMvme326XVam287wZrLVIrig2XsNIaAqc2\nTCMiRqMRcVzJ8c7unENrzdraGkFQuYttmk0452g0GpOfGWMQriTQ0YaEb0g2LijLklozntgebkrj\nCiEocjv5+aZ+fKXZHtFsNhmPx0ClYvmrH/r037u+TwkSN6bAeVvpE1u7Ia+pKAuL0tULHigH3hJp\nj3A5eT6mVYvwWYbPUzCeXu7xKMa5Ic8rOykhAgajnF4/5dyFFRaSiIWFBZJ6TBAqVBRSljnKa6T3\neAxpocj6o+oB1xKCsJLkrMUhgRKkaUo6HmGtwVqNcx5jSqK40nFWpdqQx00qYX6XVyQeaiwCJSRY\ni7GVL+dW4guPHSWO44lcr3Nu4pg0Ho/p9Xp0u10G2QgVqsoQwBkCKWjFMVM6oIakJiUhEiEcTkoI\nKqnPmhEEwqG8QoUJ2jlwhkajgcFTb9SRSUiapoyVwwiH9SVW2Mo41uXkoxIf6UqHXUi8NxsirQL5\nBOMP4UuMkpXuubWIDYsyay3OV8TSajcYDoe4QhDHW+92/9UYT2yS96Yu/vLyMp/5zGc4e/Ysb33r\nWzl06BDNZhOtNc9//vO5++67WVxcZDAYkCQJ3nuOHDnCqVOn2L9/P1NTU3Q6HaampijLkvvuu49W\nq0WtViOKItbW1oCKaCpjiRCtNWVZUpYlzWaTU6dO8aY3vYlPfvKTE9ln+J+J/J/Dmk2I6n2VCpyr\niE9pgUCRZRnOG6IooF6vk2UZIhLkeY4x5ks02gGiKKK0hiRJqs8qidZ64l3aaDQoy5KZmRnisHpf\nQ10ZTwDU22263S5REGDLkiRJcMaQZhlRqDYOyJhut0sc1YjjmCK3FLndMLLRZFk2OTSttRNHqk2L\nSSEqbnmib8KTwVOCxJU0G7ZIYvLHGY/JSqJGAyQICiQOrQSlybFFyvz0FIH0BLLSbU6NJEnq9Afr\nANQbNYwxBIFCy8rctWs947Uew1M9wlDTatZpt5sEqjJzCHREVgqMCBBSUBpPUVZkF4SVMUUURWRZ\nShBEIDxKeZT2GFNF4puxSaQCDAInDc45DB6vJEIKdKCxeY5xW2sh1s9SUlNMiHBidec9g8GA4XDI\nKB/jtEQoifIO5SGWkroOaOiA2HoSBAGAkDjhMLr6JdsypMxzvHVICaEOUcIzGA3Zu38f64M+y2cv\nAFBawyVfMnSWHFBxSE3HOC0ZbdzEnHcgBVpplKpuQJtEWXmA+skmla7aiMp6cJVDUb/fI00zdJxM\njAy2Ek92o/1tPJEU8zzn0qVLdLtdut0uN954I/V6nTAMuXDhAsYYsixDa82+ffu46qqrWFxcJE1T\n1tbW2LlzJzMzM+zatYt2u81oNCIMQ6655hqWlpbYuXMnx48fZzQaUZblhvlD5Sazab686ZiVpikA\nt912G/fcc8/k+27q+j+RvLfa2UcIgbFVVNtqNRmlg43ba4nSCi1CyrIgyzJqtdokONkMWjbXbPPv\nqm7mZRUFO0sQbpjKeENRVvtjZXWJjp8iCAKSJGE0GiGlZDQaTQIfqFyltK6MHWpJSHdtHWsttVoN\nQUXqzfY0o9GILMtRSqFUVEXu4jKBF0XxBKPsytTDWrvxefXlluV/wlOCxKuIWSCFRojKICmJY0aj\nMSBxzmPxhGFA4UoQChXFWOcojcM7QVEYQqVYmJ7FjHOE9IRCI3BIW53o2gv6Y4eKQ2TURMcxF1dW\nWFsfgyvQUlFvJExP70RKiQ4kAol3ObVaA2sycB6TjVkfDKnVapRlRBBUhC9ldSUWzgES7zRKCQgh\nsyU2z7Ab+u1BEJBoTaMef6Wl+apR4ChM8SWGA4UzeO/pjgaMszFOeISWODzKeSIhSKSiJiR1NImw\nGyQu8AIKAUpWlgY6L5EepNYEQUAUByAE7bkZTi5dwAnYddVBgijCCyjzAacXL3Bhuc8wK/CqwCmB\n3Nh4guoQN85SWoOSCu/t5Ltba6tDSHrgsqsNCKTUjEareC/w3pIX4y1dW6iu9/8YbKZRAC5dusRP\n//RPc/ToUUajEQcPHuTAgQNMT09vmEDE3HPPPZw+fRqlFGfPngUgyzLW19cRQrC4uMi+ffs4fvw4\nV155Jddddx1JkrC+vs7dd99NEAQURfUe1Gq1SZS6aUZhraXX6xFFEVJKpqenuffee7n55puBL+/i\ns9XRuNICRXWYlyanXk8QQlCWJVEUEgQBeR5MfgfvLvutbh705WbU7BwSj5aSOI7RYUD30hK1Wg3n\n7MTvNElixqOUUusNwhWw4dqlRGXV1mq16PfWkVKSJAnLy8uEQZWKqdfrmLIi4c0bU57npGk6SVlp\nrQnDEGsto9EIgCRJWFvrVybvQTCJ2J8MnhIk7q1BSFmdjkGEs5bSg5KghMTaAhdGjLKMZiPGOUjC\ngNxYvAAdBtS1YtwfMNfUDEJLlqUokROo6gU0tiCKIvKRJJEh/X4X7QOKXoFuxbRaCzhnyTPPuQuX\nWO930VrTbtZYmJtFK0WgQ6wtKTdO7SiKyPOS4XC4cXJWTjJaBRXxOAkbL4+UgiSJq/RKnkNpSKKI\n2WbylZbmq0bSakws7IQQFEWBNdDvD0jLnNJbECBlFWnNC8WuuE5HaNpeMu8kTTTKVY5FpReMAa88\nXkqi3KBqMRaP8Y4+BU4ryrLPy9/6RtpzM5xfW8YrqNVqHKIEpRkWBScWF1nuDegNhzzwyDGWV9bI\nxxlRXNt4ZhYl3SRSFKagNJbxeIxLHM47hFBYY3F4QGNdSRQmRLHin8OC5h8biW+SzWAw4Lu/+7sn\nhsl5nrO0tARUG7vf79NqtWg0Guzfv58oijhy5Agf+9jHOHz48CQy9N5z5swZ4jjmwQcf5OzZswgh\nmJ2dneR8Dxw4wPLyMs1mk7W1NZxzLCws0Ov1Jje1PM+J45gkSfjwhz88IfH/Fc72eV551zpf1ZSG\nw9HkRlCrxVVaRCichbJ0BIFmOBxO0kRZllXBmK72XBCFiI3fESlQSk1SHJtwzhHpKg2XFyVhGOJK\nQxAE1Y2g3iBPx0Q6qNy8nCeOY5yF2dnZ6sauo4nn6XCYEwQKpUKcs1hrmZqaZWVlZXJAj8djhBDU\n6/XJ84Qnv+ZPDRL3VVQFl/OLmwsrpKfT6VBISZZVn7HWIoQjCQPKYsxo2CUMI6QZYtI1KHrYcUae\nVn/rpvessSN2TB1g5fxpZqZmSNMhO3bsIM1yojCh212v8uB1iXcCYwzDQUqZn6PfqLFzxxxBoBBa\nYtOUPC830jUBUurJ9dLYKjpTXiPwk0KtQFCWBik8gZZkwwE22VozX18Y3EZhRQhBnqZkaYrNCiKp\nkbLKOUtf1SHqRtBUmgaKmhXUPCRSIpzHi4oWtRQoL3AIXCixWEocXkum9+4kajd59q3PIYsVf/Xg\nfUzt2YHznvseeYC5Tp2oVkfogIMH93MkTnBS0Wx1eOCBhzh99jzOuI3NF07eAalAWI/3l+3MpL+c\nBsBLkIqpqQ5QRU/jbLSla/vVQgjB7/3e7zE9Pc3S0hLLy8sTMs+yjG/4hm+g3++zurrKM5/5TIIg\n4KMf/ShHjhzhZS97Gf1+n2azOSlgHjlyhG63S6NR1QUA7rnnHq699louXLhAq9XiwoULkzw8QK/X\nm0SsYRgSxzF5nnPhwgVe9KIXTSLw/xUk7pxDaYF1Aq0VcdyqDr7hOmmakiR10jTDu6pA3Ov1qNVq\nBEHA+vr6JGU0GAwmBJnU60BF5FKBUlXE7aneMyGYeJ12Oh3Ksqw+KyVBEJBlGY1GgzRNqdfrVQbB\nScqinKyl957RaETSiAjDKrBbXx8QBAG1esza2lpF/BtpQq019Xqd9fUqki+KyvD9aZVOEW5zI4Ki\nym/jDIHy2HLMyGTUoia2SPF+zI5ORD1JuPsvPsL1+zt84wtfQ1EU1DbyslJeX+WZhGNqaoqiyKrC\n2njM+cWck6fP8KnPPkCoQaoCSsGgrynLgjBukA5XCLXcyJFXxb7l1S7nL14C4Zienmbf7l14J4mj\nOlIJut0uSZJMCiVBEBBrsIA3DusMFo/2BZgCYRw7ag1m+v0tXdtQKqKoelHzPCcbjjBFQTasCE5R\npUYAcJ7YQWirnHgsJK4syE1JrAOGoxQfaWQSopWk9I5SOTJnkFFAa7ZDONehPjvNIxdO8+ilc4SN\nGquL5yBQJLNtpIAszwmUIBun5IM+hXFEWvF1L3sJSgb83M//ImVZMjU1Q2+tSxgnlWFvEjIclRsd\nPo4wrKJZKRVhkLDc7YFyFEVJblOms2xL1/arwea1+YEHHphEhNZaoihiZmaGl770pfzSL/0ScRzz\nlre8hdOnT2OMYe/evSwsLDAcDhkMBpOI+uDBg3jvuXTpUrUXajVuvPFGdu/ezV133YX3ngsXLtBo\nNBgMqq6pLMvYvXt3VbDbILzNA9Jay6c+9Sme//znc8cdd/x9HSpbgjiOSUdVpOysJDcbB4pPwIeU\nhQcv8d4hhJzsvzRNq9z0RupFSAd4Qq2xeYGSAd5ayrwkalQpDjxVerYs6eXVAeCkZX24ztzcDIPB\nOqFIqNcSUIKxyckzS1GWRELRbDaBKvjs9/sEoURribVVJ9pmKqjqpAlIkio//sSiqg4qUq8l9erm\nKZ9cgPeUIHHvJN5JwE8Km94blAKlqzTAePkUN1xzJTc86xauvXov9Zpm1L/ES569G29S8jxnrtXB\ne08ch0gpGY8LaskAEkc0XwNq5PtKpl5+Hd/7HS/n+JmLvOenfoO8gHorwuHI3ZBYCWQQkGUFw2xc\nXam8Qsf1Knc4yMkfOz4xbp6bm+PgwYPk+bi6Jitw1pOVo8qkVgqiuDpZnZQEjQZ5t4/OcuTjJ7Z0\nbRMVVMWV8ZjxeIxJM5wxRKIq6mxuxM386BQBNR0SCIW3nrEAozxDkxF26ozyjDzLQNcorCOvOxqd\nKWpTLVQt4Vh/kUSMMFowlJZi2GVtsc9wXD2jxrhqc0uShNn5OebmFuhMz7DQbvHwF79Afzjm9ltv\n5bOfvZuli0vUmzG1Woy1VW6TfMTq6ipHZndX3SplVRNxzqF1SG4ylAxIAo01T23/WGstr3/963nf\n+943MSOO4xilKlK48847WV5e5sSJEywuLnK/9kNKAAAgAElEQVTbbbdx/PhxTp48yfT0NKv/g7r3\nDrPrLM+9f++76u5lujQaaTTqkiXbcpONK8UEbBPABPjOMQQ+0uj5EpJDki+E5IKEBBLSc5IPDpyQ\nmBK6geAGjguyDbIlF1l9JE3bU3dffa3zx9prSSYhMQbxife69jWj0R5p73et/bzPcz/3fT9LS4Rh\nSK1W48ILL2RmZoZCoZDi9KdOnULXdd72trfx8Y9/HMMwqNVqhGGYsl4WFxdTfN4wjJQdEUURi4uL\nfO5zn+Pqq6/+Dxub53rpup4yaTKZDN1uN4YDe4ddp9OJh3r3MOYwDGk0Gr1elZfe15pu4Dpn/hz4\nMdPFbgs8J953P3DQVEE2k8Py4s+F5wbomomiaKiqjoqG5/soUjI0NIxlWQRmhGfZCCHTvoMQklKp\ngNcL4MViIaUVSxn3/RIKZNKETYZi53I5wqBXHf80wSkx6CERgBCyN3EbHNciQuXyyy9nV95kfN0a\nPHcZZ+k0wbKP013AwWHH9i2I0ETXBSAQIgA8+nImuq5hmia6EQcpHAvFjPDmmpQzFp/55z/ig3/x\nCZ44sUDOMMAF6UTYlkUYhvSVSyyu1DHzObwgwAsCCGJ4pFCMJ1KfOjWVllCmadLfX8UwDAxDIyDC\nCwN8zyXwQPVDBJI1Q0NobkjlyOFzurOO49But2NaZO+RlHExN//sgzPCDyVO4KPIEC+K8EWIQoBu\nqMzVl4kUFdXU8T2PSEBoSmTBYGppDlo6RqVIvdsGXcWXEtuN6ZUZRUNqEVqg4fsBS0srPHXgGGEI\nig4X776IRsui2Wpz9fW7KObzzMzVOHz0CJYVc5y7VhvbgoWFBcSWUXzPj7m6oSSI4qycSMYMlsDH\ntp1zurfwHzf8nstKGlcXXnghrVaLiYkJTpw4AUAul2Pv3r1ceumlrF69mgcffBCA5eVlhBDs2rWL\ne+65h23btuF5HisrK+zduzdt6LXbbarVKt1ul0KhwIkTJ3jf+97Hm970JtauXcvp06fpdDop3t7X\n14eiKMzOzvYqV5dKpYJpmkxOTqav+ScNqSSBTwiBbdvouk42m01ZI/HBHVeZCbwRNzudNCuXMm6K\nns3J17Q47JULVSJCIMTUTVzXwnNtkFk0TRJGPn0DA9RqcxiGhu9HCEXDdXzCwEbRNFzLQpEagR/h\nOnHCp6kGUqgEgY3neSwuLlIqldJAHYYB5XIZ3/fTqimBbCzLolgosbS0hFSe2711XgTxEEkkFNzA\nRYYRmiLQQo+M63HpxjF29RVQ9QbLnVMUs1k6HRdBSNEYpr9SxulmyWYylISORBAmmLQrKeRKaLpO\nppBHM3TkmiyR46AUZqmWszz+vW/z1le9hA///RdYsUOW622iXB5RqmBZHoQmIugypCg0GyugqnSF\nhqcqLNTb4AdkckXCyKDVbtBstXAdQblcRg7EnX4ZqmR1DSvw8MwQVZO0nTYjhkH73PY16dgWHdui\na1vYroMXxlmGqqpxKRqGIAShACEFCI1Q13B7jc5IBSVUcUWELUzyxRKRELRbLcxsnsGxInomS2S3\ncEMPx+rQdWwyhSJ6NkdG0fA6FnbHxm63qbccTD2mb60bG+5h3ypzU9O0OhbLKy0OHTzIuvUbqFar\n1Jt1jp+YxDRNIIh7CwldLAzx/RB65b9AIoSC7DXEzzF7EyClsD2fFYYh7XabG2+8kampKXRdp9Fo\nMDY2xo4dO3j66adZv349vh9TVOv1Op1Oh1WrVqGqKgcOHCAMQxYXF9OGaLVaxfd9lpaW8H2fyclJ\nLrroIvbt28c73vEOPvGJT3DZZZfx9NNPEwRBip0PDQ2Rz+djhpFhsHXrVlZWVtB1ndnZWUZGRv5d\nED/XQT0RxmWz2d71JxWrJaKl5HlJFnyGrvdsHr6hx/xwz/MwdDUW9jStXgUkUDUd1+oyODhEvRvz\n5jXdpLawRL5Y6VGK1V6lbyJEDKGqUqL0mp6apqVURMdxEEIyMDAY4+OZLL7fwnXjxrGmaQgh0p5O\nFEVUKhXaLTdltSCe2w18XgRx0zSxnS5mRkdRIAxjXuyuCzYxvnYdiqIRoWM7AVlDUu0bJGOYmKqK\nISOEoiOkRhQqCE2iq3Ew13SFMBAoio4idaRQseodyvkcw6vGGK4MYso8D+8/xrve+gvc9cCj3Lr5\nYj788f9NgEImp6MIhTCToWk7uMTljhZIgigAz6M6MIhlWdRqtfT9tNttlpeXOTntIaKIarGCppuU\nh6roGQPfB4FCEESI6Nw6H1z9wuvxPC8NBMlKVJvfL1YZscAwdOIWRUAUxgdiGIaEfohnO3hewIZy\nHxkzR9M+xuFjRwmUiEw+j9BUVo+O0mg0mD01hYwk0o8oRBEVs8SUZ8dUL6FTzucwtJiaGFUkluPB\nuMq+xx/noYceppDPs+eGa9m0eQuHDx+mtVQjX404cuQIyvWX4kU9GEWP7w1VVXF8gapo6LqOEM+t\nMfSjrITV8cOuNEv0PMrlMqdOnWLjxo1cddVV3Hfffdx5553s2rWLkydPUq1WmZycxHVdcrkc999/\nP77v02g0WF5eftZB0mg0KJfL1Go1isUiUkparRa7du1i7dq13H777di2zfbt23n44YdZv3592lTd\nsGEDc3NzrFq1isXFRdatW8fg4CCPPfYYIyMjP64t+6H2KGaAOb3rGcMhjhNXWAkcGIZhmqUnfxeT\nDWSsoHS6rKyskM1mqVQqqaJSKSh0Op24gS5VzPIAS22ffC5PtWowNzdHpTxAq90gny9jWVaPKBE3\nf7N6Btd1WVyMK6RMJkOr1WJ4eJh2u0OpUqRRb8Wv1Y/QVAMiiRBxszXRnDSbzRQect0ITdVpt9to\n+k+R2CeMYoA/Jw18x4LA56LtO6hkY+5lpVREN6sUCzmqxTKh6+D4IQIFVdMJIgXLUcgZAgUTVYuh\nE01VcDyX5aU2SttF1TVc3aZrNsgKUIUkrxrs3LyRYwttfvYlV3P/Ywf5+Tf8NwZXr+eebz/AyOg4\nd37pSyyeOkS5UGZgdB0zyw0ac1Ns2LaN+tJyLP4JrDMlW08N54U+BIJW28Z123TCiK7dIqOpjJeq\n5ItlCuG5vQQ3vOTFP7DkT1Sc0VmqyBELdF0jlGEsaQ49IML3PDKaiWO5GJrGwtwyR48cobXcZmzt\nWvwwIFcsYHk+tu1SKZcRXkQ+k8eqt+n2+LBDgxUypk6pkKO/lMPQdDK6Rqnax6mZaQ4fOUGlUgHZ\npG+gypEjRxgcHuKmm24iq0KjNsXawQpBEPRwQxBhmPKCiWQskQ4CIuXcKzafbzaaMFA+97nPMTQ0\nxGte8xqeeuopFhYWuPLKKzl06BAHDx6kUqmwuLiYBq+ZmVg41el0CIKY35ywLxK6Y8LMmJub44IL\nLogDlqJgWRZDQ0MsLy+zZcsWbrvtNj772c9iGEYcoHpN+T179qTwjGma7N27l5e97GU/tj17rkvT\ntHSvLMsik4kV0MnXBGpRFIVsNku3242Vkj12RyJcSrJ5IUQsb5cxxNr2VlAzOmEgaHa7FPJ9PPnM\nAT74++9jfHwtf/03f0m9XqdS7WdlZSXO9m2H0yePYmo6ru3QbDTwespS3/cpl8vs3/8Eq1atQtHi\nCjHJ0JPrkygzk6ohoR3ruk5/fz+ddjetNp/LOj+CeK9M9hybgWqZgb4KhqrhOy4T4+PkshmMQh7X\n9VhpxkwJXVMIQ0GAgapn0VQVRfNQjQxSVRFRRIBE1WN+ph/4eF0f4YHn+HR8D03GohC3UccMQ/zm\nHBdvGOJbU03u/uZX2b3nWg4cOs0VN9xAbXI15YLJ9NwsfrtLoVxOKUdjY2NMHj+RBsuYMSEJPQ3T\nNHAtF93Is7zUQCgCt2MxuXyagXGDcnhuS9KRgbFnva7/ijImCJD4xFKeCEUoBCKm2VieR05KWvPT\nHD+9n6X6NDvGh9PyMAkCCUygre1H0zSWl5dpt9sxBq8a6ImXSuDiY2MHESszCzRbFno2JPC7mCp0\nmsuY5loabYetF17McDVPMaPQXZqhc+pJlIKO59hkjRgOcrxuDA8Ri2ZN3Tine/uf7eNz+T0hBBMT\nE3zjG9/g5ptvpr+/HyEEU1NTbN++nSeeeIJjx46xZcsW7r//flqtVvqBT5XNZ1VTmqYxMjKC53lc\nfvnl7Nu3D13X2bVrF61Wiz179nD55ZczNzfHqVOnyGazvOY1r+ELX/gCw8PDbNiwgZWVFSYnJ1PK\nnqqqlMtnPEl+kpRDvdeUN3pZdhAEhEGIbko8LyJfyLKy3IAedVdVVaQSUihpQIhuFPG9ECM3QOR0\nKeUz1Ot1Wq6DUcozN+3xljf/Mtdf91IMPc/tt9/OI48e59En5tlxyY188E/+FxDw6+95F8IEETks\nzp8kqwvm5qYp9o1weqmNlAqEEVnDZG6miS40lmbarDQtjJxBsSSJXJuspqASoWpFKpUKYRjiOA6G\nYcQUw7aH5Xk4oY+ee+6K4/MiiKNAvpijsbDIz9xwHfWlRdQopJQvkCuWYpqbIwgDhf5yP5Hn9nCu\nuMHWaLlkDUlffxZFzyKkIApDwjAiCuMyW4i4e62KEK9joWsaEoEQsKq/H9Fs0/V9Gk6HDav6OXZ0\nkk59kdWrV9NqdVi1fhOa9NGLZSLzFCuTHvl8nv7+fmZmZui2WuR6jc7E2EZVNTw/QtMMhFBQVBPX\n7aCpKkSxz4s4xwSK/v5+gGcFcvjBH8IojIO4iEIQIb5QCYQE0fOWcbr051W+e2eb8bWrWdOXeRbD\npVgspvikZcWYY3+1L/WK6PZwTtf3aNsOK60WTqPFM88coW25CMWgb2AIy7KxHYctmzawas0ol1+y\nG10J2bh+DYf3PcT+449DL4D5vk8YEO+xEhGFIUEY4HrnnmL4fBubifBqcnKSkZERFEUhl8uhqioT\nExNYlsWjjz5KvV7nwIEDDA4O4jgOrhtDAUmTznEcKpUKQgiKxSKdTod3vvOdfPzjH8eyLJaXl7nr\nrrt473vfy1e+8hWuuOIKfuM3foM3v/nNfOpTn6JUKqEoCpVKhYceeohVq1Zx+PBhduzYwdLSUmoC\nlTS+z37f5zqQa5qWQiZBEIu8Eiw8iuL9iznxcZUXBGGviWn0DjeHMBCoqoWmK1hWB6moVAr96EqR\noQGTV7/qNlRFYc+eK/nMZ/+ZN7zxdbiuw6FDh7jtt/4Hx48fZ9uWzXzu85/nyOGnuOWlN1LMxupK\nZdFlcbGNaRoYhsHK8hIZ3cBzXQqFAqLhUSgX6LY7FPJZHN+jWirTpZ1i/Pne4dRptcgaebrNOrqu\noygSXT638HxeWNHGDQwXM6PTbDaxul10NW5+eZ6HbbvouokUKqqqYRgZdN0k6glUiGJhiFRUkApS\n1VBUHanqhCIWgShSQ9EMNDWDYWRAaESRgEgligSKFOgSdBkh3Q45XbIwM4UiYf+BJ8lkc3i+z6rV\no9z4My/lxS9+cUr69zwPM5f7dwEyDJPsVxAQ9TKmZ295dI4TmjDwCQOfKAye9Uh+/v2PIIwIgx4G\nnnztddU1TUMRkM9mIAqoViuIKEBEAZIQRUToqsTQFAh9CH1EFKApAlNXyRgaMgxiKwTihpKmKOiG\nepZRk4lm6KiagaLpLC3Os2PrNj77mc8QBh6zJ0/g+7FHhiaVtOSMego80TsVEyn5+bwSYQiQNpuT\nRu+WLVu49tprqdVqTE5OcvLkybQRmShwEzpgp9NheXmZpaUl3va2t3HvvfcyNTVFs9nk5MmT2LbN\n3r17ueaaa5ienqZYLPJnf/ZnXHfddbRaLS688EKOHj3KqlWrmJ6eZsOGDRw+fDjmLvcMsj7/+c+n\nGf/3B/RztRzHSYU3yfeJ3gHOYOYQ+yLZtk0mk8P3QzodC02NOeCGEuG4Fl4EZnGQXTuv5jW3voXb\n/+nLjAyPUKlUqTeWuPLKy7j5lp/h5S++nj//yJ/QbXXJZ4pIJYfnKmQLq7jj7of55y/cxXw9xHY1\ncvkyjh0i0ClXBml0HPRciablYXV9pmcWWF7qcPrkIq6tsVBrI8IIXVHRFRXPdgg9H6droQhJs96A\nMKJZb2B1us9pn86LIO44Nu12m40TG2ivNDAVjZxh4rsBQRBR6R8g8HwUIem2O7HZEjGRXyLQVRWJ\noOt6dBwXy3FxPT8OkJHEcwNiEoZChIaqFfB9SdcBN4QwEmhSoEjwnS6jeYXTT32PL//zJ/neQw9i\ndbscOnQE23YJQp9mo87mzZuZn59PqUFJ6ZNAKVEUIXomNlLr2Y0SERuNCIKe0VPEuVVsfv8622Ts\nP3ooinbWI379qqLEr1OERAQIGaJpChlTRRKhKRJDUzF1DVUKRBSSMXRyGZNcxiRj6HEDU5HksjrF\nrEHO0GOzLRGhSiU2Esrm0Q0DTdXJ5gtUKn3Mnj6N71jcd8/dbN64kWZjhf5KFUmsH5ARaVAD0HQF\nXVUwNAVTO/eFZtIHeT6PMAwZHh5O8dqk0Zlwtl/ykpcwOjqaMiESXFjpeXkkYpZOp0OhUGB4eBjD\nMFLfFU3T2LlzJ6961avwPI9arca9996L4zi8//3vZ3Z2ls2bN7N//37GxsZYWFig2+1y6NAhfN+n\n2WwyNzdHp9Phox/9KB/72MdotVopNa7Vap3TvY1ZHZm0EkjecxLUO51O3GDsqTR1zUSRZyxebduB\nSOIHglCqRKpJsW+Ya174cnZecjWTJ6bYsmUbnU6bhYUa+XyRXLbI8lKD5eUG7373r3P/g3v51O2f\nw3Ii+kfGKPWN4ooMteU2mpHFsT0y2Twr9SaLSyvo2RyNTpdQKvihwPMEC8sxtDJ5ep6uLZit1Vmu\nWzTbMYrQ6vgEkc6JyWmCUOHI0ZMcPzHFkaMnn9M+nRdwim5q+HZscGPXW/QVB1GlQkY3MPQMruMT\nBCHFXA7PsQmUCKFLMppKRtMo5LIEnoMbhsjAAxFiSBVD1TFVlSDwQApQJJFQCYgQRg4l9BDCww0t\nNCOLNAwqQjB3/ATX7t7FsWNTTB07gqsWkL5NX0nn9ImTbN66Kb3BYxWWj2maaean9IJ4JEL8KCJw\n4gMlDH1QY4vNIIi90n3x/AyUnutqt9tpZZAEavjBMIAQGRRcIM6YAwGBlERIAquFGro0mg1WD/fh\nuxZmFKFJGVOtogin18BMjMCEEESeh98ToAjfIfT92HNCU7F1FdWWLC4u0up6hELHyOdQNBVNKvQX\nLf7mox8hXyryu//jPfzue9/Dd+77JqLnreNGEZZlEwgVRZW4Thc/jIgAqZx73PZHcTGMothMKQnc\nCR0uYRMVCgXK5TJzc3OpHD520IxhosTrulAoxF7wKyv80z/9E+9+97tZXFxk3759LCwsMDY2hmEY\nNBoNwjDkd3/3dzly5Aj9/f3Mzs6yZs0annnmGa655hruv/9+bNvGcZzUVyUJ6F/+8pfZtGkT1Wrs\nzpfP57ngggt+nNv5rFUoFFIRVOK8GQQBuhEfYglzRVHUWNSjZrCsDoYRc8TDQBAGEtdTcBXJuvGt\n/PwvvIP+8hpm5jusGqjyta99FdezyGYzfPr2z/HiF7+Uvr5BHNtFz+g89Mj32HXJbmRO5djULGOj\nI5x8coWBkdVUB4doN1diWwhNIlWFlt0mk83iEdBsO0hdw+16ZAyFTtem3ppG1V0qlW7asNW02MJa\nqlrK7U+UuM9lnRdB3HVdsqaJoWlEWqxaM00TKSS2bTM8PExjeYVup0W1VCZrmgSeS6SqeI6NIyM0\nRY1d77wIBR1Viz9cQRAglHjIg5QQSB3f7vak5iEdu4OmKwhFIokzoP58hmuv3IYVmnzx4eM4Qchg\nfz8P3v8AmgJPPPkYBSUuYxMDnCgIU9ezJDM3cyaB5xOEHpGQSEUhjHqWsATwE8jCI9+LfSGESL/+\nZ8tHxcdDfl8Qdz0PJfTIKSFOt0sulyFybVRFIEUEUUAURoS9DDnoQTDxh0uiyB6u2nXxoqDXgAwJ\nXA/HsqCHbQcIItvG9UOCIESPbDZNjNOxbXRN4et3fBW/s4KqSBTiSiEKk0NKARH1xGIKqnruC83n\n6ycemzcJBgYGUqgkCIK0okvUwG94wxv47d/+7bRhnNitJodAtVpF1/XUDc80Tb773e/y6le/mjvv\nvBO95419+vRpvvrVr9JsNnuOecvcc889qXufrut8+9vfplwu02g0KPX8s/P5fNrbaLVa3HvvvZRK\nJcbHx9E07ZwGcSklzWYzjQcJtGfb3Z7yUaSsm3w+T6fTRlEjPDfCstqoioGUKro5xOYtm/mld72T\nhaZDy4W+wRyX7r6EY8efod7o8Bu/8S7+6I/+FCLJZZdeS21hnle/9ud43W2vxwlCDh85wvj4OKfn\n66waW0uA4IN/+If8whteh6ZpLK7UYy8WTcHx7JgtpZu0uzZCVfC6NrghGVVH2D5zi3PoWnzfxoeU\nH8eHMMR2FZpN96fLAEs6IZoimTs9y2CxRKfZYsPYGO1Gg8X5OULfpZgvoCgqju+RK4/SarVwohA3\n9MkaWYSh0wgDZDZHFLpEioKOgiIjcpqZXvDQzdO1A1QFJD1qXRQAAUEYoGohUmRYmD7N9Xt28NTp\nkywqBl3RpEvI6Mga2ksrBNEChbLBwlwN329TMPNoMoqlspFE0TIYbYvQ1FjJqahuSLELXVXg+gFC\nVymKDAXv3DIoflCH+wcFH19KlMg9E8RlSIRE0XSUUBD4PnOz0xBFGJqOJv2U0pVQpxI/iAS/TJSh\nyf8rpUT4YQqDJc+LghBFlThWFyF16vU6W8f6OXnsKPV2i1JW5ardO5lfmcW3LBAREtGDsNQzhkJS\nQdF0Au/c+4k/3+aeaZp0u10mJycJgoB77rmHF73oRel7SBSdu3btYvXq1SkckkyJ8X0/5UWPjY2x\nfv167rvvPsbHx1PG1Mtf/nLCMOSuu+5ienqaxcVFdu7cydTUVEydq1QYGxtj//79rFq1isnJSfr7\n+1NPj4GBAdrtNvPz85RKJSYmJhgaGqJUKvH0009z5MgRbr755h/ndj5rLS7MI1BxLQvbruM4NkHo\npXCS5wYxecDzcByPTDaLoijpQee6LgC+Nst7PvARDp9oUB1YTbvdRC1m+Nu//wd+672/yXce+jcm\njx1nZCBPLmNSHBjh2usv4eqrL+fiC7YQAuNrBilndHQBCzNNqrlBqn1l1EKWhVNTmJrE9QWBryKk\nxO76GHqEJjXU3r3pChc79CGMrZtDJe43KELiRxJN6AQEtCwfL1KR4qeIYqiqKtVqlXw+n9pIzs/P\nkzNNhoeHaTablDI5nK7NUGUAGYEhFPr6+ohcn3wugyokpaxGxlSJHImuQFZE5DPZnqAfgsDHMGyE\n69Dt1CF00QQIT6Hd8ZCqhkCnrxQxtXiS9skT3HjD1Tw+vcgrXvtGZmZm+eu//CvWTKzmiQPTbJzY\nwEJtHtM0e+WeIAgDgjBEanr8gfMglCH0skYhIhRFosk4YzfLhXO6t+IHZPs/6Ofg95RiPmcqBUm3\n2yYrJBlNois6mp7FVCXCaaLrZs/nO7YSNowMtu30rqUOOClEAHHGLESA57j4nkMU+BiKAoaKD3Ra\nXUJs1DDAbS0jfBsDn90XXkAln+Ho8gKDGQ1VhERC4gYRYRQhIoGCJIgEgR/hOOcWqoLnz05J+ia6\nrjM2Nsb27dufNbgj8dQwDIOPfvSjfOADH0DXdSYnJ2P8V9fZtGkTqqqye/duHn744dSa9mUvexlL\nS0tMT0/T39/P448/nopdrrnmGp588kkeeOABNm/ezGOPPcbAwAC1Wg0hBM1mk8HBwdRgKxaguDhO\nzNgYHh5mfj724d62bduPcyv/3arVVnDsEIg53/l8Ft93U1aK74cofkh9paeS9J2UzRLDLLHYqxlY\nPP3001SG1+J6Nk6zTqlgsnv3RXzqU5/ir//6L3ly/z5K5SqlYpHRteu54rLL+dmbX8axYydZs24N\nhw48xXe/txdTM3nrL/0yX/vy5/mlt9zG8MgAdZVYbCgEbhjz/xFnBHVn3yPJdU8MyAzDSEVc3a6d\ncvbPVqT+V+u8COJhGLsN6r03mBjz5EZH0XU9HkVlB5RyRbQAsFxMqaL4Aqka6DKm60irEzuN6TrZ\njEFel7QadQIR9rwMfNrOCr7vEXgdojD+ebthUW/ZuF7E0koTJdeiv1yiE0QMjAzyvWeOYC1NMXP0\nIFvHBunW61x++aW88PobmJ2eob6wgqHoRKHoOVjHJb2maQhViYOifzZPW6Tve7a98v/Lnv/ADFIE\nEMVQRzJsAULymSy4LkHg41g2VqOFr0myStDj58YZsef7+L6T8mDDMAQhEVKJ7WQRhPhIqSJlgGma\nlItFquUS9bZN2/IQgUcUCjQRoQkInHhU1s7t25idnkZXNaTw4yxcSsLQIxT0YB2JjER8LfyfbNP4\nh1mJCERVVYaGhti7dy+vfvWrz8xePatSGhwc5KabbuKOO+7g2LFj2Lad9mBe+tKXcuedd+K6Lhdd\ndFGc2EQRn/nMZwjDkIMHD6YMlkqlgu/73HLLLXz961/n4YcfplQqpfa0qqqmDofJa2i1Wun4tlqt\nxpEjR9i0aRPbt29nzZo153SPZhbb2FaAIg0sy2ahbiGVmLUSztVRFR0pVTKZWOjjLcV4csxSydDt\niWa0cparr34Btg+6amLndAxVob7SoFyu8ra3vYNMxmDjpgkCoVFuW7zohhuZOVXjnW99BweeeIzN\nWyYgaOPZHn//kT9mebFGTodVlSztZoX5hTpSzRD6MaMnCjwkMmUgnf1Ieh9JcI8DeBfDyDxreMtP\nFU88iiLy+TzCdQm9uEkYqTHW5QcxNli34gvTajfI5zK9KSU+ZiZHpKmEAYz29VHpr2BoAt+1OD57\ninw+2zulPYIIHEegChORz2LbNgsLS8wvtqg32oRCslJvkmkuM5KtomcyzMzVGOivcuzIIY4cfJJK\nIU9GgmeaMcXQigfVJj4dQgiEDOPhEXM7SSoAACAASURBVL5PpIp4dmUQEgQ+UpWxPW2PxeL75xkN\nTpwVwKMQSfx6wzBERFE8HEMzUHNFKlmdbnOBIIjSBpSuq0SRQ7sd06PiEVRnZP9R5OP1pvYIqZLL\nFVD0DNXlDl2rBr6HIERXFDQ9g+d2sbs+AyNFNoyv4/ixw/iug5YzUXsfAkWBiJhm6nsWYQRhBEFw\n/g6FSLLwbdu2pYZUZzNOkpVAB5dddhlPPfUUtm3zxBNPpA31Rx55hNe+9rU88cQTvOIVr+Dee+/l\nvvvu4/DhwynHe3FxkYGBARYWFshms3zhC1+IVbHA4uJiipsnrJikIigUCqljYBJwEon/Y489xr59\n+9i1a9ePsn3/6fJQ6bgu2ayCNLKYGT0mB2ixD4qim7H1Q7OJZuQRikfHC8iXKliWRcuJDbT0MKCS\nK2BZPlu3beHWV72a1atXMzgwyv79+/E8j9ve+N85NjnDTTfdxFvf/k6ePnSE/+fdv8Yf/uEHeO1r\nv0Kn0yTyO9z6yltZmF1gy5atLC/MsLLSSKumeHBygJCxtJ4ovj8SWCfplyWDIOCMP0zSsD5bpfpc\nKbLnRRBPFH6mEKgiplmFnostBGEUz7HTszq5cp6lhRpr169hubVEtTCArURkCzlcxyOojvD04jxr\nRgbwRYSyahxXgqorSCSdThvfMFhutTh6/AiNRoN2t02zU2d4ZJCnnnoSw9AYN/sZ37qbh/Z9j298\n5xH+2y//Co8/c4jDJ2fYtmUr+b5hzILG7NxMzyzeIPJiB8aod+FCETvKuVZAII3Y2rWXhUdRREQc\n+ArPMwj8qOsHin2ED3hxNt57iqBn4en4OK7D3EyNww/8G1lNYdu2dQwPD8finoTXi6RcrqZ4OFIl\nEcC3uy20KEJGIU63kwaOHdu2oOsmnnecZrNLLm+ybt0a3vTam/nSHV/nxKnTVCsl7jtxnIFyGd9p\nEhIfKq7rEggVoeqA7BUQ4idigPV8V1JxFgoFisUie/fu5f7772fXrl1pk7PZbPLhD38YVVXZuXMn\nmzdv5uTJk2m2/cpXvhLXdfnWt77F7t27+fSnP02pVGJoaIharUa73SaXy7G4uMjmzZvZsGEDx44d\nS+X7juOkqmNFUVIHQL03GDwZ4ZbM+EygzYMHD3LBBRdw1VVXndM96lhdQqDVjhuZyAivV+Upmkoh\nX6LV6qDqBkEYglTIFwpks1mQCl4QQxZD/YMIv0YpI1meneV//uVfx77hHYdKpYpUFTKFApdefhnj\n6zfyM7fcxF/8+d/yL1/6Mhft2tTrP5gImeErX7uTP/ngH/GnH/ljhoZKWI0uZr4Q2x90XEwzE9vV\nKpLAI7U8SA7nxCoAnj2iLxHDpfTknzbZ/dk85WQlky0SP+FKtUQUBaxaNURtfoZWu0l1qJ+AgOVm\nA93McGR6mtUjw1g9qfipE8d5fP93OXnyJK7nUShXuHDHDTz0nQdYWllEMzRC4eO4bT7+mX8kjCJu\nvPF6hlyTO+/9N6667noem5zCzOZxgpANm7ezsFJn67ad1BaOp6eoQEVV9di/Wpwpg3VdJ1LAEYIo\njJ6FjSUrp517afgPt8Lv+z6+kfyej7KqaEihYNvxMI2Dh56hb6AfzdCJRI83HSqsNOqcPHmSlZWV\n1EZU0zRKpQKGYaDqWg/zEwip4lgeuq6SMXSKxTyDg0NsnNjAoUOHGBtbg9R0Tp8+zcDAAM2lGoM5\niUJ0ZgKKiGlmXiT5SbB+0h16HuyUpAqDONu99NJLue+++/i7v/s73vnOd9LX15dO53nBC16QKiiF\nELzqVa/i3nvv5dFHH41hhd7MzFjlp3D//ffTbDbTrD6Zl9lut7nssss4ffp0+ne6rqczKFU1Hm0m\npSSfz6clf3KPa5pGpVLhoosu4vjx43iex2OPPcaNN974497SdOUKBYhiX3/TzNLttlm9Zg2tVotV\no6PMzy+SyedwGw3CEKQa33dCkViOjVQVpKoQ2B5ZzcDQVYYHBlm3fiN/9Vd/Q35oENv2EYoCUvDb\n73s/i8t1jp+excjl2blrE64Pjm3FmgiZIVQkb/3V9/Czr3kNex+8l89+9p+ZPHGUQqGA5TTSylPV\nJYqip5n42Z7nietiom84g4PHgyNyuRy2bT/nfst5EcSD3o1i9vBvTdMIXCdt8DQaDZa7FsW1o3Qb\nHS7YvoXcpnEOHj7GgaOTDK2ZoDIwyMDYZu761rcJ7Tbt1grr16zmpS9+KVEUceeddzI3P883v/FV\nFpaXaNtdzFyGHTu38p29h2jZERfvnMC1O1xx6U1ky2Xe/qvv4vIXv4S7vvkN1m7dztOHT7DtggvZ\nsvNiavccJewNHFakigxVQhESJ9shURSg6waBCCGK6XL/0VKiczye7YckTwQygwx9lMhHDWMb2hCV\nUKqEIiLKQGntOvSJdbQay9RqLS4W/ehC4vgdIsemkCvRsVs8fmCG+XqdsU1b6bRdCsUSc6fmyeVC\nSiWV/r4+CHx82yasNxgxNJrSYdvGflYNVRnuC5h55jAbLt7DjquuI6rkWOrM0J+16VPzOIFO19FA\n9QndJr69QqAWCcMIiFC085OdcvbvKIpCuVzmF3/xF/mDP/gD3v72tzMwMMAXv/jFeJxXNsvDDz/M\n7/zO76TeKcmosc2bN6fZdqvVSudLTk9PMzExgZQyHfeVjIJ70YtexN69e8+Ct6IUCkjohMlA5cQm\nNcnSdV3nqquu4sSJE5w6dYpbbrnlx7mV/251LAm+RxSENLoNhKZy9OQMgeVSm1qCICCSsV2yFwYo\nUezfMzs9nTY4bdshowZ0OzaERf71nvsxK3lmF+fICx9T91lZmqPSP8CHPvA+TpycYmS4yjve8nom\nDz3Gh37//QwUTVbm5zkxV+P0Qpt//JevsevC3awf7kP4NrJkcsWll/HlL92B8EFTNCLOeKAbhpH2\nh2IlcZQejDFHnHi2cE9lnKhQf6oycaPXpOl0OuSUOCPI9DK15ATbXK7SmJ5l94Xb8ZcWWZqdwZqb\n55oLdrHQ8liaPMX+Rx/Dd2x0fMZHRzFadbT6Erqq8aaXvSwe+TWY5fR0jZV2l5V6m0any5Wbx/nQ\nH32AqgeXr9sKnWX+6n9+lBdefhFLK7MEfoEP/f6ned0b34zdqWN1mlh2F0l8EXBFTxEaD6WIgCiK\njYpcGYEuiYdd/PsPfNc994MLfpilRKCE9CxyY4phIEKC0MNxbEIvJKNJvvLp2ylkdBQ1zzfu/lfs\ndosX7LmC1QMDHJ48wqmTpzly6hhzi0ucri/RNzCIeyrkBVvHMXWFyPdoNRvkTIN8LoPvZGk1bdau\nXcvwQDWVkY+sm2D1hq1kxzchswFS07E7TVzp44UKQRTfI4QSXRGAmk5/kf65h6p+FHYKxBXnwMAA\nqqryK7/yK3ziE5+gVquxf//+FG/+4z/+Y3zf5xvf+Abf/va3GRgYYHBwkM2bN1MoFGg2m9xzzz08\n/fTTTE9Px3NjewNACoVCOihiz5491Go1+vv7mZubo9vtpjJ/27ZT7DabzaKqKs1mM23ADg8P02g0\n+OQnP8nq1avRNI1jx479eDbxB6yw6xC4cRAPohBfETTbHTQEpUwO23YwTZ3QD2NaX6OLohCPaCQe\n/q1K8Btdqv0D1Nsdun6bmScP8Zbb3sDEhrUcPXyEF9/4EsY2bOG//+I7GBnox9AMGvVlfvPX38Pq\nvjL1+Tn8bhuvUcdrtfmF217HmuEKUgmolEq85JWv5Nt3fyseNh7GFXjXiQezJ5VMAp0k1U3SW0iq\npWSQBUC3200RiOeyzgvZveu66QzMROoNZ5o6uVyO2rETXHPxbvZs285VO3YymMnyosv2sK5/kGsv\nvYw9Oy9mKKNz8cQ6dm9cz9bRYXZvGCdjdQgX5xFLi5Q8l2DlMGpnkj6lQ4EmornE6lyOW668ntZk\njdV6idb8FE59gSsv2sHPv+7VLM+c5P2/9eto+Lz4uhegiZBt27ZRLhdjE34vOKsZdWZLkwskew5/\n/1Hp/ROIMz/UUgORvoNQQNAbjizUeOKSpkq0KGLPRbu4eNtWBkf6ufDiCzAyKlOzU6AKlhvL2L6D\nFzqohkqhVCBfyuP6FidPHMexurEkX9chCvBsC02RREHMimh3ujQaDbqOi1nuR80UCZB0LQ+Bgq6Z\nCClBxu6FETGGHPSGUMdzVs+zjf2+lXxAE953JpNh69atXHfddei6zsaNG1M/7CSjvvbaa3nzm9/M\nm9/8Zm644QYWFxep1Wp87Wtf48CBAwDs3r07ZY0YhkG73cYwDEZHR5mamuL48eMsLS0xPz9PEAS4\nrku73UZV1XTKTCL2SWCZZAZoq9VidnaWffv2PWfmxI+ynHoLaXsUNAMtElj1DroU6FKh3WqjRwKn\nbSPdgKDlMFIwGMwalBRJUQpKikK/aRJ2fDKZDE2vy6/95ju59UXXsc4QDKsOb7zlRbgLUxz63sN8\n+fbbyWVMPvbx/02pVGV2apYnDzzBX/zjp7jwgp3MnZphca7J8twpqgUDy25z8ytv4fd+7/d58skD\nKKoAEdDpWmQy+RTjTq5hMnkpaUon1UKi2BVCpM3MBHZ5Luu8uNOjUNDsdMAwaIUu3chnsblCy2oR\nBT6mKqi1Frn4wp2obkDr9AxKq40WtDHCRdTWYS4YDhgfDZmefpRsMWBq8RgnlmaY91yMah9qPkPb\ntYnsDJVMP9KzWD9SZNuGAkTTXHXDVq68YTt3PvR1LrvuBi7YuI11uTLrOz5/9ctv4/aPfJid27aw\namwVc1abolpmbGQdE2sn6PpdyAscxcGTDlEUIkOBpeYIRZacHaJ6Hm0tIsBA8wwKlkKgeKi9adjn\ny1IiEFHa04wzcRliBw5mRieXiTPh3Tu2M1wsMNhf5vTUJBMT6xka7uf09CSua9M3UOXKq/Zw2eUX\nUynnMU0N01BZNTzE6KoRVq8apJg30WXPOVFEaVboOA6ZbI5qXz+Z6hB6sQJ6Di8ATTPRTJNIJNYG\n8WGpIHqirdj2QFXlTySQ/yjeKclA4mQ4wPDwMFu3bmXLli2USiV0XU+dDV3Xpb+/n+3btzM4OMhT\nTz3F6dOnOXLkCLfeeiubNm3iH/7hH7jkkksYHBwkn89TKpWYnp5menoa13UxTZNarYZlxWPEIMbk\nz34dV199Ndu3b2dlZYWJiQmGh4fT5zebTer1OiMjIwRBwMmTz83b4/mu0HFRhKTVaMZDYHIGUS/Q\n5UyTbDZLKZshZ5joAgSSfK5ANpNDVTSKhRKO7VItl2g1mgxV+/nK57+IiEKOHz/Ow48+wp333M1y\no87uyy5l/YYJ/uxP/5QXvfRnEIrGfQ9/lxt/9rW8/IUvZ7rpsfuaa1i7fhiERCoa80s2/+8H/5TA\nj2mC2ayOpscJqG35aSPzbM+XJCNPMnHHcVJfeNu202AfBMFPF088X4pnyg1Uq8zNzWGsXkUxn6dW\nq7FlYoJ/+eynuWJoKKZBtdsszS+k2YsXuhi9qdj5bJ7+ShXXdinkiohIYugZVq0Zo7GwwPCaMZbn\njoFQ0fUsrutTylfR1AyzCytcfvElGGaexRNTvOONb6FaLLA0O8cTTxziO3d9i8t/7v9CL1Upjo7T\nnpticHiEY8eOxTxPy0JXDOK8NeYrx5l3hNLLDEXiuNfDIYUQdPxzL0j5YZYaSBCSUIZEIq4UAhFi\n5kzodHC6Dn67wUUT61HXjnI6cBEReK6L3elAGFHKZdm6dSu1pWXmFxco9g0SEBFF21lfjGlrgesg\nfBtNhEgZEaiSQqEQ+4DYDuVyGUVRGNp2EVFxgDYGUhgQ6bSaFtmMjhWG+MQNTaFINFSsXoYrhUgd\nDc/HlWRjidgjkdJv27btWZPTE/l9ksUl3+/YsYPDhw+zfv16Dh06xC233MInP/lJ2u126jceRRGr\nVq1K6WzFYpGJiQkOHjyYsmMSWlu32+Xnfu7n2LdvH7fddhtPPfUUBw4cYHR0lP7+fg4ePIiU8UT5\nZ555htHRUU6fPn1O90gKme5N13NodBwiCVlVQWgqjueR1TWiKCCfzxOhMTW3RD6fR6oZFusdXA/G\n16ziVK3G3OQcxazK8XmbkYrGe9/+m3zoQx9ita/wxN9/HKXwVb5+5z1MrzRo+h633nYbv/c7v83P\nv+1d1GbnyBqSdePjgADFYGW5CWiUSib/98+/ns/9y6dx3SD2e/IFiiJT+OQMBVdP3U3T99k7RJNs\nPGlsPtem+XmRibcbDVRVZWVlBUVRqNVqtFotxsbGOHbsGK94xStYPTzCQw88yMnJU4yNjVEqlajN\nzeN5PvPzi9SbDdb0rWZscA2lXJGRoVEajTZztUX2HTjAwJq1RKqKnqmiZ6qMjm6gv7oau+MhfIl0\nfAqahrQtFg8do4wGLZvZZ46TjzSOP36Qj/zO77N8/DTezAIzU9M8uvdRpk5Nk9WziDAe9kwkCVGB\nMyT/ZJ3teZH6Mas/2eGz/9U6Ows/88OQ+cWFXiddZ2ign/mZaQLHJiMFeVXBCEP6i0Uix6O9vMLs\nyVNs37CBC7dtY6hcpJo12TQ2iogCCH0UEaCpMoZTXPtMA003Qao4QcTJ6VlKgyP40sB2AjRpYKga\nqojNhlAkoaTH0w8IfR+FiCgKfmI2tP+VK+QPegCpfD4MQyzLwrIs6vU6KysrqVtgMjzXsqz0uWEY\nMjQ0lA5JXlhY4MEHH0TXdebn51leXqZQKKQmVuVymf7+fqrVKlNTU2mJX61WU+fESqXCwYMHue66\n63jTm97E6Ogohw4dSst90zRpt9vs378/NeA615CKbsZWspqh96oViVABJR7AHfakdZ1OF0VRcIIA\nM5/H9n2a3S6hlAhNw/Jttm3ewtjQIP3lPiJg/dbt/P0nPsnlV1+DWSjxzbvv5uU338Qd//rNmOkj\n4f/7X5/kDW/5BTxFZ2DtOGs2bMT2Q5A6B59+hmKpyMiqGPYaGhri1ltfhWnKtJl59t4lWXWSmSfX\nNsnSVVVND9VOp/MsWPm/WudFEJeaRrFYZGFhITZT73GHEzmqbdsUK1XGJzawuLjII9/bRy5XwPM8\n5udqaIpKuVhBR6XTaHPoicM889QzaKrBwUOHcfyIx594goNHj+Og4kYqK02HkDizW64tU8rkGCpV\n0TyPomkyefQIj+99hHw+zyV7rmJupsbk0WO0llaonZjE0HTqyyvkMhkqpQrFYpleOyUeQMyZkhlI\nlVrJ9+mU+Z+AIOX5rLPVZWEYUigU0qxQCEGpVEIIQVHTCS2LTn2FjBB4rRYDxTKR7eK1OwzkSwwU\nCgwXSwg7zhCl6A1u8BxEFKCqEj8E3cgQCYnth0zNLbDjosto+yF2ECEVHUVIGosrqL3sJowiol7f\nQdM0fNdLoRWF5y6W+FHW2ayDH/aRDEZO9tU0TVavXs0ll1yS2q9alsXk5CSWZdHpdFL7AiklN9xw\nA8888wy6HtMvDx8+zPT0NJlMhmq1yvj4OO12m2w2SxRF3H333SnOPTExkTbTrrnmGjZu3MhNN93E\n8PAw3/3udykUCrz+9a/nkUceQQhBoxGLWvK9CvljH/sYDzzwwDnd244CLSViJXBZ7rQxNYOsUIkC\nH6ErdPCZ6rTo6ioLrsN8u8WybbFoW3SikBXHph0GPDM1yy/9+q+x8eJdSFNn1VCO5lKNCzfv4Ior\nbuDLdz+MUhjimutv5NU33YyZ1ZmdWWCk2M/MkZOUDJ3+gknUtpGBjx9YbNo6TqPRpFopcM+9X+cv\n//yjzJ2cpZCpENixpUQUiZ4KE0D2RHEibRaHYfgsqiFCRUgV3TBinQM/RWKfZC5eoi5bPTSIbdtU\nRlcT9vy69VyOL3/tDm7acxX9hTy2a1EtVVm/eoilxRVGxtYRnTqFhsr4unUsNZoIIRgbG8PxPGbm\nZmN+sqrTVy0TOjA/N09juUm1Mkh7ZZ6uZVMtFjh66Ci1BcGVV1zJ4aPHcKdP8rWH/o2//eK/csWe\n3dx8y60cmzrON++6m9rCMu1mg5WFRXL5Ym/yuo8iVYSiEEUhgpi1Qg/rUnuHVKFQQA3Or0w8kLHI\nJ3E9lEJAKAiDCFXRsB2fTKnMtOvi6xqZTou8FCi5AnnVIKvqEElymRzC9giwUAIXVQhUXWemsZSK\nuSKC9DDzvBChaXRDwbqtF1IdGGbdxHombQ870GJZveejBiGGquCFNoGU+CJAIx76IRQdx3eJenYB\n8hzTN+FHH1NWrVZTcU/ipZHIsBMcNTG1euCBB7j22mtTa9ZOp8MLX/hCvvOd73DRRRfhui5DQ0M8\n/fTTaZacYLCnTp1K6YZDQ0PMzMywdetWDMPgtttuY+3atUxNTXHppZfy4IMPsnHjRu644w5+9Vd/\nlY985CPoup7+m8nhmFDhztXSdMjlsyncABCGCqCmmH5y2Pm+j256vXFuahoYVV2jUMrxy+98O5/7\nly+xbuz/cPfmUXZd9b3nZ+99hnvuWLfmQUNJ1mDJwvKMbTyAA4SYOdiQ4E4nBMLqvLAgA90vvfI6\n3RA6nc57L00erNfJa0hneMlzGhLyWGGKgTAFbMvYsixZgzVYVaWqUlXdeTjz3v3HqXslSFitGERM\n/9bSuqVbt1bds+vc3/7t3+87bOfwoUe5/7WZZ6hBsdFs8dBPPcT2rTMok9A7v8j41BRWCZQdcP8d\nBymQMrd1BuXYrNUb9IKIJ556llgr3vS61zMxMcXJM8/T7vVIpUKQojYNNS7ftAewTq01nucNdVLi\nOCaJQywra6F5nnfFFfaLohIf/BEuF36/fADgui6JMEzOzrFer5EaTbPZzCrd1HDuudM8f/hI9iHI\n2cOqRmtNsVhkZWWFWq2WHVX8LnGSIJTEch3KI9mREiVBCJI0IjQx2rVohF0Wa2s8+/w5PvvlLxIB\n5y4sMjI1zu5rdvA/vP/X+O9/9Vd49atfuYkNN2idonU6vIkGj5e7/lzeZrGvUKnshxVGCcwmYUki\nUBoso9CxRkqHONXkihWM62EcN9OJ2KSQK6VIUkMQhTSbLVrdDr7v0+/3CYI+Yeh/h1PQAHJlWQ5G\nSBIEUaxRuSJeqUKUZnMEaQksqUjDiDSIMHGUyc2qDKFyOZZZiOy1li2v+Dj6/cQLHWgOTjSD9+15\nHuVyGc/zhp+DgbnuwMZtZWVlmIgHLY0gCNi9ezdaax566CGuueYaXvOa11AqlYZa8mfPnkUpNYSw\nlctlrr32Wt73vvchhOBDH/oQf/zHf8za2hof+9jH+NSnPsXv//7vs7Kywsc//nGmpqa47rrrhgQh\nz/OGiIurGQOCkeu6VCoVZmZmmJ2dpVKpUK1WqVarzMzMDIlkcZLguG52QgMc1yVJUy4sb7Bjxw5e\ndtfdHHvuDJWJLbzuTW9FWA6RSamMlLjnrtv4xH/5cw7s3cXbf/ItrF+8wJat09xy60E2VhZ44Cde\nhaUDXnXXS9kyUsCO+uzaOstktcBtt9zK6PgEy2vrtPoByJQ46Q9PTIP2VRRFQ4esjKKfDIk/AK7t\noJMUSyn8fp84jK5onV4UlfggiRdyuWwCnvfIj49lrh32pjN1u8Gt1x/k5D98i6nREabnZnnu7BnW\n12vofszjX/0mt7zuPkZGR3jsycNs2bYz0wkXBmFizp8/T7fTZHSyQiIj2q0eteYGLmCbFDvnIjAk\ngUZ7irV2g7VD38KtjPLXn/mv6EqekYLh7OoavTggDDrU6xv4Ucxr7381f/7wX5KkATrN0BHKsoji\nzCleiEw7XFx20/8wPApfSEQ2WIlAGYHU4BpFKhRCKJRU+EGAYynifIkL7QY67dIPAirlKtqx8caq\nRFFCoVDg7OoypXyBykgRHWabdBglJEkMxmAZNiGCoBwPlIO285QnZgmFRyMwpHY2GLYQEPrIKMAt\nQiIy043UaGKts/eLHGJwBYIoufoY/BeqJz5I4IOv4RKkduDefurUKZ599lkef/xxlFLcfPPNQ8nf\nQYEzGJZNTEwMySVJkkHq5ufncV13qG9frVa59957mZ2dRWvNwsIC9913H2fPnh2iUGzbZnV1lbNn\nz9Lv90nTlC1btgyla9vt9pCef7Ut2gqFAnNzc3S7XZRSNBqNjHKvshNAv9+n1+thWVZGUtqUDMh7\nXoZxF9npVxg48tRhTj93mje/5UH+tw/9r/z1X/81jkwwsc+XPv95/ug//Hve/BOv4u+/9lUaSZPj\nR4/x0f/j9/noh3+Prbv38qkvfplXvvI+/uGbj1F0C/SabZSycSzBk48fQjgeqbTATjEWIPV3/J0G\nCJR8Pj9cw8tRP5ZlDedROkmxpEJeYXp4USRxYNj873b6LC0tMTcxPuyNK6Wobt3CaqvB69/8Jp59\n9FHW19fZuWsHUkp2zWyn1WhysVunOjlCvVXH3sghWx5jYxNgNFu3zBD5AWu1JapjRSxb4RVyFF2P\noNMEaWHSlE7U47qX7Ofk8dMYLXj86DGEa3P3bT/Gt44cpdXrMzo6wqiX8LnPP8K+/dfz9a9/CZ0E\nVEYnCYKQNNYkSYRSLkKAIiVNs/5XHF3SRTDG0LnCvtcPKzQDluemmpqWKCNRdub/GEuHVINTLFNr\nNwnSmNhoIpOy0WnR6ncxSOoXMzH/CM25C4s4tqJcLmORbQiQoi/zw0wERHGK7SqcXJ5+bHCEhSFE\nkSkUpmGYSdcmEltaxEqhjEJseq0qZWM2T3QA5nuwZH+Q8UKr0e/1c4PnR0dHuf3227n99ts5dOgQ\nv/mbvznUORlUngNexYCiv7y8TBxnBt579+6lWq2Sy+W4/vrrWVxc5LrrrsO2bWq1Gtu2baPZbHLm\nzBnuvPNO4jjmy1/+Mnv27GF8fJx2u82ZM2ewLIuzZ88yMTHB2tracPg2gD1ezWg2epw7u4Qxhnq9\nTqVSYX3tHFJluvX5fJ44jimXyzSbTYhTkjRrv+aUTRIn2JbFvuv24Mcp995xB0uLS6AjgmaNt7z5\nfn76rW9mbKTEzft2curkUZ59RMzFJAAAIABJREFU9hjOyDTCWPhdn4N/cCO5ooVX8Dj19DF+6rX3\nM17IoewizWYDX2uUhjjVWI5LMZej022gXDBx1jYZsDMvP10NnjPG4Hlehk4h29jjzQpeXaEz1Yvi\nLD+oSgY9wQHDbHBMF0LQCwNyxQLffvownufh5nIcP/YsC8+f5/nTZxBRylNPP8VGrcbsllm6fped\n18zT63WojpQJel1MmrCydoG19RU6/Q49v0u9Vacfhfhxgp9E+HHEyeMnWF/NZDe11kxMTDE+Pk6/\n38ckmSvNP3ztq9x998t4+ulvs3PnPFonJGkm1SolQ5zy5SD/724jGGOIr/6J/58VRmSmw4MaS27i\nxi1pI2U2QUdJ8uUSlm3T7HYI4mzdWu02/SiThVW2i5VzqYxWGZ+axMl7hGkmhjVg4g5aCkYK7E1C\nlKXsbMBpDMpxh9RvaSCJYqIgHCpYaq2J05Ro81h6uYjQ5eJCVzNeKDrlSir4gS72Bz/4QXK53PBz\n0Wg0hggGz/PI5XI4jsP4+DhjY2NMTk5yzTXXMDMzw4033sjdd9+N53l861vfGmK7W60WJ0+eZGZm\nhve///2srq7y6le/mr/7u7/j3LlzQ/2UgepevV5nYmJiOET+5wg0vdBQymZtbYO1tQ1KpQqtVocw\njImiiDiO6ff7tFodarUapVKJvJtDxwm2VOg4oZDz0HHCsaOnWDq/gE5jbCkYLxaYm57AMyn92gbN\niyvoKOTvv/QlvHyebhSRpoZCMU+v3Ud6JRY7LcZnd/AXn/w0Y5NzRFowO7cVx8ks4oIgIIgSojSD\nFacRQ0nf7yb7WJY1lBIe4MOTJEEnCY6yyDs5LCFxrCursV8UlbhlWYRxRGK5RKnEWBbHF1aZnp5j\nvFJFxwmJSukQ4E14qHKFgm2z3dnLytlFzh5/jpVGk9079mFiC5W6NNcuIrSNkjnCKCVOBVLBzuI2\nGmfrMJq1OIwEITVSabx8Hicc4czJJaIwIF8qsHeuSpSv0k+LJG0gFFQKeSYnJ0mSmOnpacrlMiNj\nI/R9H6ksjDakJsbZZHEmUoCVDTWKnkWvuUE7sRDVMuuxd1XXtv/Ek9kHDoEQl9zhbcchkRItyAyb\nN/vLKm2hEcTYbNpQb7rvZANF0phUCqraRhW2EhTWCLUg8DUXllfYvmU3K4vLlL0C8WrImTOnOXLm\nOG45z9jUJC+7aQc6iiGFKBGEicTXhnaSYHsloighWm8y5RVJLqxRcA3d3gXGxkr86Rf/M1u2TWBG\ni9SaF1Fhn4IMsaWNBgJLYnRCamJAon8IG+T301L4/2qpDRK+lJInn3ySb37zmywvL3PHHXewf/9+\npqamhj3ygWzFtm3bhnZqxWIRpRSf/exnuf/++wnDkNOnTw/bJ41Gg8XFRe666y6OHj3K4uIid9xx\nBw8//DBJkgw3hH379vGZz3yGarVKv99nx44dLC8vMzEx8YKv/YrWp9OlnLOJ44Te2jLWJt/CViXQ\nChEZxr0ilrJoXlhDCBjNe1gSXFuhLJCOJOe6SMej3+1Sdm0mR4p4jsXzZ4/QDm7jK08+zb/+3z/C\nYjNga2WKX33Pv+Ljf/hxSOHaPfP0jObP/q//zP7rbuGBH7+HSPqkKmSj1qLZaJCfmiJptym7gkgn\nJMJG5RQEKb7vIx2XvJMjDbvYCHTko7Vhupqn3uhw/9038YY3vI4o2GDHzl30+wHKsVm9uH5F6/Si\nSOKXhpmCKDGgMzfr/iasSpmEvJX1C7XJvqfSFG175ItFZrZuwXU9mrYhSTTtXpeR0SqdXhekoNvv\nUh0bwXUcEgOr62tUx6usXlylUPDo+x0mJ8dRaYIWgp7fp+IVGauUef78InLU0M9nricDVbjjx49l\nCBiVeXXW1xvkiuVLF2W+s0qR0gKhh1N227VptOrkt+y5qmsbHjuRHc0QKCFBZJmtG8cYqTBSZP6i\nlgNSIEwLI2zEZttDKoeUTeJSPkcahyRsutmnUWZ2oTOz3qUkpd6oEYZ9egKWFxfRaPbt38P47CRj\nkxPEaZfM8E2gLIlIEwQpeWHwSLF0Srr0PKF0CPo+rVIO15E8v3EBK05wAL/dxhEKWyqUlIhMPhGh\nLPp+kinaSbDU1WfDvtCe+Pc6KfxTA/BSqcTevXuZn5+nVqtRKBSGTMsgCPB9HyEEzWaTUqmE53ms\nrq6ysrJCmqbceeedtNttFhcXOXz4MOVymVqtxurqKtVqlcOHD3PgwAH6/T61Wo19+/Zx+vRpJicn\nkVLyV3/1V8zOztJut4ebxgADfTUjZyT4KTLN/u6OcojCEEyfkqOymZmyKZfyEPaJkhhXCORgeJgk\nKJ0i7AIGCKIo8/EVghSB5U3w1IkFPvYXn2JhrcHHPv5/82u/9ivYjYT7DryUt7/t7fzhv/so//DI\n1/jgv/4N/vSTn+TJw4fopSmTW7dx/ORzFMdHMTHEQYRtOzhISkrR7/vkLOim4Aof3ffJAVPVEtu2\nV7j1puvpN2uMlgrklGb9mUco2wkLK08zPT1LkhpErX5F6/SiSOJJkmzSpzeTRZrQixNW19eYrhTJ\nORI31ERBiCVBF7LK0TiK3FgFN4lIYk1htMq3Hn8Mt1xhenyMi/UGYeRTzOepdxocOLCfY0dO0Ww2\nGZ3KBHEanTZJGiEdl/XnTm8aPUTs2LqFcqnIdmXx3FqLLz/65WwI0e3wzDPPEEQdVlbP89Tho8zv\nue7SxZhMXhWjEECKAZNRgm2p0GmAVIpEp5SrZZ6rPntV1/bs5z6LAKSRmUO8zjYX13Eyxx2hQAik\nnQ3MtOgjhMJsDjPZTIRGClzPIY4j0jTGztkYUtRMnvLsNE5BcP3ea/n20WNUylUcy6I6VqJYLLJl\nz3acgovtOlys9TFaoQBLWgilkUlMwWjyaYTu97hwZhFHC7Qfsjw3wfyOrZw6cQRPgB0ntOs1JsZH\nMtKPkJg0KwCUtMn02gEElvXDQae8kBgk6e9O5Jf/f/Aa3/cZHR1leXl5eBQfyJuGYTisvAftliiK\nKJfL7Ny5E8uyWFhY4G/+5m+GxhCLi4ucPXuWSqUybGvV63WeeeYZarUa1WqVZrNJt9slCALuuOMO\ntNZMTk5y/PhxlpeXGRkZ+SHg8LOhoJSSJI02JWmzQW0YhKA1kR8QKAuhDYVCAamz9h+AbdkIJWn2\n+hTKZaTjkgpDkKSUR8qsrjd54y13EVsF3BHJZ//uizx/bpF777iT17zhjbzprQ/y8+98B/e97U3s\nPXAtaxfOsX2iwDcePcKtN+/HTzW9foCd2BgtiMIEJTTjRYe3vP1NTE6MEqcRlqOIwpCzJ06QBAHV\nksbqXWBU+JSSLnlt6DYbyNFRRkeKWEnI2uoKo5XqFa3SiyKJO8oixZBsNva1MVhacGFlmS3jVVxH\nUnCLCGMwBqI0QUloRwGel0eNFOm1uywsLTG9dTurGzVavo/t5fGTCGNJStURao06Y5OTjIyP0u71\n8YolGo0Gcaw5fe48ruuysXiBWrNPuTpOkoS0+l2mZiaZ29rm+aePoZQgCGPK5Tz7r7+RRquNEAY3\nn+GjEXIzkW/qehhDutlHN0ag48ySzHEFq/UNbr3l6k74t9cvIpFIwDICZRTSyM1BS5YkBoBCI0Ar\nzSXjCpltQkCqNYlIcZVA2pLUZDOAc2dy3P6aCcoVi+Vem2uv3U2CJo5DKmNbkBIS3UH3+wQRhMJF\nS4mJE4zfwaQpaM2YY1NMQqLaOsc+/QijKkcOKL/tJ7j47JPYQRcvJ2ivXGDnru10gh7GQCoEqVGQ\nGiDFCEWiyQwjxIts4PBdcSU9e8dxqNfr5HI5wjBkYmKCXq83pGkbY8jn82itmZmZybxpCwU8zxsO\nQdfX17nrrrs4fPgwkKFgut0uBw4cIJ/P02g0GB8fJwgC5ubmWFxc5KabbuKee+6h1Wph2zZ79uzh\ni1/8IkIIJiYm8H2f7du3X9X18dMUxSYhBoXlWPTCEClBo2HzsReHGFvR7PWxNk+cSZKglSDVmkAA\n/QBluziWRJOwcOECO2e2Ue+0WF5f4f3/42/whje8jl/42Z9jbm4KgDgJ+d3/8G8JdcSOnXOcPPIU\nj3z6rxgdLfL0M88OddiNEahcjlQIut0eZSehtrpEUF8iX87TC7v0O22Sfp8t01Pk7ZBeq0k171Eu\n5Ajbbeamp4jsPLV6k3yxQnlkjEazc0Xr9KJI4kmSZBTqTX2BNIqIkxiDzdzWLYxXy5QcQRxG2I5C\nY9BS0IsCImNQhRwVL4cTRpw69Ryjk1P4QUS+UmJ5fYWtW+c4cfwoe3dfQ9Pv0WjUUEplA5FykV27\ndnHo0GNMTk5y4swCrjfCidPnSaIuz58/w/brDtLpd+j2O0RpJtV5ww03cHZhkfvuezlra2vEcUQu\nlymXRXGKlAojMrxqhkMXKCWQKocQhlqrgZ8kPPrIxlVd27zcpNKbDOGhTFaqpFFMakS2sRiDkZsJ\nT8thJSPFJUVDS2qUThg8YwmDi2IiP8Lxp49x02iVnLJpRgHGEZRGSrSbdUSqcbw8cRIS9nxSt5rR\n4k2CJkVZMnMEtyysWCMdl4LtUlI2uVQQO5KVep1KtUyjW8PxMjiZVJIEg5ACRMb4zDD5A/VICzeX\nv6pr+/3ElUJMpZRUq1VOnDiBEGJoVDzwwBy0NQbiSQMCztzc3NCVB+DkyZN4nseNN97IU089dQmb\n7Lrs2LGDEydOAJntGnynHOqRI0dotVpDkMHgdywtLf3A1+XyaOkE17ZJoh6Q+a1oNEpL0hRsO1uD\nrp8hUmJlQZwidIpSFn4cI22FoySx0QS9DqMjFYQxFIpl2u0Gj/z95ynNjfPGt7yO9/38z/Pr7/vv\nQGiuP3iA//QHf8B9L78XHUG14sDBg5xbWELHmkI+EygL+l3CRJMICy3ALTiEQUQhZ8jLCBlFWHEf\nO20xPVGkZEck/RZ7ts1RW6/TbvWpFsdIAJlElHMO3UaNfhDh/igNNv9RbN7cnX6PVrfDzPQ4Jg6G\nN/5Ac8I4TvZalSWWoO8zNzdLpLOb+FuPP5ZVDWHE7JatnDm/gB+klMtlNjY2YNPvstPvo4UiTDRG\nKoI4od7uEHQbtFotzi8sABnsqx8GeF6BWhTxrnf9Ak8dPkpkcugYyH2v67lkjhxFMUpJiuUi3376\nCJPp9/qhH0xY0s6gdkaTap35fupMl0IjsupbCPRAHiAxSCWRZMNQJSSCTMgek5kPp3GCkdlRt9fw\n2Wg1OHP6eQ7cfSvdoE6j36LVaTMxNY7QhiDs4bouuUKefrNDVkIlIDLCleu6BH6KSDQWNtJ2MTgE\nSURtfYlOt4GbF2gTMTO3jY36Bk6pkIEzjYVRIhPaTxKsTdNsrfVVh8B9P/HPQc54nscNN9wAMCSQ\nRVE01N4wxtDv94diS9VqFSHEsIKvVCrs27ePxcVFms0mxWIRgMcff5xcLke5XCYMQ972trfx27/9\n20M25MmTJ3FdF8/zyOfzjI+Ps7a2NpwNXe2euOXZ+FGEZUkKhUw6oNnqMFLKkFIZv0SDyUhIGw0f\nY0TGODYCYVkkSUqkLVSQ4iqbsBMSKU0qHRLPobm0wv/5O/+Omw9ez+9/8APctHc3zYvrOA782n/7\nU9w8PzeEUy6t1VheWcd286SpoesHOE6RghtxsRcjHQclLGanPXTYQ+UkSrokgSEJJaQWQT+krAp0\nGn0KjkccheQ8m6DXxytAkoSkkY8jDJ5zZaCHFwXEUF52QxsByraznCcFSxcu0A8yAaA4jhEmk2/s\ndrvDnpyjMhjPbTceIKdg68w03VaT66+/gXPPL3DiuXM8/ewpYm3T8gOcYgkcly07d5MrVzn87Ens\nQpl2EJMfGQeVw5B59G2Z304QByhbUa6ODFlrUaT5sz/9cz7x//wVjpMjX/IumQyLBEgxMsLICEiQ\n6KwvTdYzD0NItGJZjV3VtQ0CRRhahLFDoj20zKOVRypzRNKilxr6qcEX0E5iErIEinDAKBI/Ieol\nuNJDxjYmVDiiRE6MEHYlgV3g+pe9guVGny998xDjM1splMcYmZhBWHm80igpLv0QLl5s4RJh/C45\nBSsrq0SJwC2Ps+KnnG5FfOrxpxG7r+O8m2frK36cxImZ3jGNKtqMb5/l+YsXkCWPNGeTOoqAlEga\nIksQKej1+yRpRnlOfwi0+x9mDCRKB3orvu/T7XZZWFhgaWkJe5MYN6jAx8fHyefzFItFWq3W0BXo\npptuwnVdPvShD/FHf/RHvOtd76LVanHq1Cl27drFLbfcQpqmTE9P88Y3vnEorHX06NGhhsrLX/5y\nCoXCVb3eIAgoFAqUy2UmJyfxPA+lstNDsVikWq0yNjY23LykJbAcBdKgbIkRGqEuWT1aTgaN7AcR\n9XqdTqdDo9EgSmI2Njb48Ic/TK/XY2ZujJfe8VLGJiYolsuMjI6yfccOel1/SJzq9/ubbkcWQRDi\nWjalfAEpBDpOqJar6DSk1+3QrG2gpMC1FJYS9PtdkiQCYSgUPOLQx3YUaZzg2g6u7eBYNmn8I6Qn\nLoRA6EvHSyfngpQkRnN+aXFzmpxhZuM4Ridp1kuNU0SqsYzAQtBeW+FlN93IwunnaG6s8+zTz1Ct\njnNxvY6QObRwKI+OcPTEs2BJ1mp11mp18qUynX5Ao91lcmYOP4gIkhRhO4xOTDI5PcXU7EymMtfu\n0Wy0OLD/RrZuuYZ3vONdXFhapt/xNy8mBVIQcfZIuvlcllC0lhitcL0yKS6RaV/VtY2lh3aKCKeE\nsQpIp4CbK5JoidASJWwsaeFoiWsUMgGpBUpLFApbOdiWS7fTR1g5UuHQiwy+sYhVjhU/ZGTLPHtv\nuoXleptP/e3nqYxOEfiaXjeh1ejT7aV0+inNToRtHIJOn1NHz3DHrS9j/76DKJknNDY1P6Qexbz0\nta/lzje+GWvrHKkwpJZAuDZIhZGSfhBuDsMlbFaj2iQIaTCkaJNguLTm/3+JQevE8zx6vR6e51Eq\nldi1axe33XYb5XI583r0fU6dOsWjjz7KqVOn6Pf7LCws0O12uXDhAseOHePQoUNcc8012LbNgQMH\naDabfPWrXwVgbW2Nubk5Xv3qV/PYY4/xwAMP8MEPfhBjDL1eZm79yCOPXP0LFllPu1AqMjM3S75Y\nYKRaASWpjo8hbQvLcRCWIkqToQbNgOY+wGEjUqQlidKIfuTjFjziJLNsk1Jx8WKd4ydOoaVibGoS\naeewcwVSFImRnFu4wFe/8S2anQ69IMLJuUhbEsch9WaNMEhxLIeg3UH7Pp7lUF/foOo5zI4U2To5\ngpME6F6TpFOnWHIpeBa2pen26jiuoN3aoFKpUqs1yOeLQ8u2K4kXRTtFbNJjB5Htmg6OkNSbTfqB\nT9WxLxkTe26GRlAKaxNmpoyk4Nisr67yirvv4vmlFYKjJ1lYvcjo2BRCCE6fW2B0skBqDAtLy3Q6\nHarVKmazuh8dHaXWaLHn2muRSY9uK6VWr2OVy3ium7loAxcvXmT53AUqYxMcfuoIs/N78Io5hsbC\nIhOR0iJBaEOmQpJ1VWzbRtk2YZQQp4LiVQYz14zAlRYWBrTB1SlKCKIopphzscVm4tMaWyoclSOO\nAuIkJjTJEKtsFwvElgV5Dw1Elo2yKrz+LW+mOj9DPezypod+hl/+N+9H2DluvOF6kiAgSFKiyEJa\nLvmSy1/+xZ9RLpYxWHzlkW8RJJptu/bwxNPP0O90kdLiTz/9N9z+koOU83msnItyM4aiUDIzpE4N\ncZRiORJLCMIkRQCWEKSbidvA0CTixRr/XOmFAfzQdV3GxsYyNMYmzLDb7dJsNqnVanS7XWq1GktL\nSxw6dAgpJR/4wAcIw0yGYHl5mWKxOOyLf/3rX2dqaorz589zzTXXcN9991GtVvnkJz/JQw89hNaa\n06dPc++99/KFL3yBlZWVodb51Yw0zRA36+vrGKNZX18nl3NIkpTa2jqdTidDUmkg1RS93FDmNeh1\ncZRE6JSSl8PvdLGkgk1DaOHYYEyGeHEt+nHIWr2RVcZ+wPNf/Qb5fH54jZ3QoESKl8+zXm9g2yoT\nuEojysVRGq0G09UyU9PTzM+WmByt4tKkUsqzcO45xsoVCo7EkQrHFggSRsoVCp6VVeA5RaPWQAnF\n8tLycEh9JfGiSOJxHIKlSEkwliAyMUkcI5KIApBPPPKmlhmLahtlNBILpQSWI0CECCnwKnlsrWm0\nV6hUFLt3jFOpOpxZWGJ1fQNjUsrlLdTrLXScknc9dGyYmpmh3mywerHG/DU7aftNPM/FlKtIWSSR\ngscffxxtMn2DJ46eoNlY5PzSIv1+wB0vuxM/DCjmsw3FkYIkiRGqhDYaIwxaSlITb1LZYwQGW0jS\nKxxevNCY+pk3kvb66DAg7fZoPX8e0+sTNQOitE9BKSxAphGWVPTpYRyNtg2R0XTSCF9q7JLFYtxl\n6/79bL9uP9X5nbh5j6S8kx9/2+uZ3znPS192B3M797HRCAj6it/+n/89Whu2797L4soyQZzw4Cte\nwac//7fcf/f9BGuKQrXKFz7xFToi4PqD+9h/7W5yJuBCZ4PFesq2a+YyBqbIWgSjIzadToeoEyCd\nTBnO20zWUkoiJRDKgEhJ9ItT5veFhhBi6HA/YLsObA3r9fpQKW90dJSTJ0/yxBNP0Gq1+OQnP4nj\nOJw4cYIDBw5w4MAB7r77brTWHD9+nHvuuYft27fzrne9ayhTmyQJt99+OwcPHuTs2bNsbGzwjW98\ng4985CO8//3v56abbhqiXa5WlFwXnWjiKKSpN8jbDiZO6XX7SC2I/YAkBtd1MtCDK7Ati1zOJQyz\nwkxJgQh9XGEQGISyMYGPZdvYysa2AKFJwgA/DEiNJvRDLMum2e0ThhGOY5NkLyOMIzzPRSpFEPkU\nCl5GQCKh2ahzYH4XykSINMCQ0uu2KReKCDRKSCYnxmh0upQqJYIgIPQDAr/H5OQ4Fy/UmZ6eplar\n4Xd9KsXKFa3TiyKJGyMy1IPJsOKKjJNiJaAAe7OvdTkmV4hLVHawkVLQ74dIy8KSigTB3MwUXmmE\np489C6km59r4fh9LCNTmhF2pTEEuF4TYucxHMDM/DjFoLKFIdKbhrCwHx5HcfvvtPHaoT2W0yunT\nZ9kyty0z89nUCjbG/COyzwAOdrmmuNZ6OJS9WjFz7y3obh8ZRSg/pH1qnKTW5OJzp+mcOY1JFSXH\nwhYyo7I7Nr0oItIxsTSEJYvQcYjKNr/xu/8WRsc4duY0f/b5z9GPYnLpFvbdfCuT0xNMbNvGmfNn\n+OrX/oEb9h1k29wO8sUyibIII4NXHMF1J9m75WaqlTn+5G//lD2jexmZHMW2epx57jlazTXuf+Wd\nKFXg+DNH2H7N/qzSUhnW3RE2MhWI2KB1tCnMlV2rFHqTjp9RnIcwmxdp/HNlAQZemwNrtMnJSYCh\nEmK/36der3Py5EkWFha47bbbeM973sPq6iozMzNcf/31+L5PPp/HdV3q9frwcX5+HqUU8/PznDt3\njh07dvDAAw/w7ne/m/e+9708/PDDVCoVfud3fgelFI899tjQYuxqhUoNlpBoFHEvADuTtCi5Nkkv\noGjn6EUBlgapLFxhIbTIWq0pVIoVfN8n50iEcMEIOn2fci5PpA1BEJAv5QmCCKks+lFEP4rQqcTS\n2bDccj0irUmlhS0thEhACPpBHzfvEpuIMATHhgM7p0n9OsJV9HqKLdtmMp0hJ0fo9ymNj5EmBlJo\nN7qgUzApaQLnzy4yNTlLq9Uazhp+pNzuvVyJBEOYhMRBRIzGURaWinAN5PMST7mbug0qg+ptahEM\npvXGZEeVNDWUvDxhqok0qKTHq1/+cp47c5alC8s0Ny5SKZdptJroFAqVMueWFsh5BUbHxsjl8jT7\nXc6cPY/nudiOZGlpgShKCPweSaSJeiHnlhYYG51gcnaG5eVlSEAKK2MLColyMtjbIAb06YEexeA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llbW6PZbDE6Ns7E2BRr9SUQAbNbp2k2m+zelxnd1mo1Xn7P3YRJjYMHruPY0aewpWBhYZG9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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1141a8048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_imgs(img_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images with ages greater than 100: 493\n"
     ]
    }
   ],
   "source": [
    "img_paths = []\n",
    "\n",
    "for i in range(len(face_score)):\n",
    "    if age[i] > 100:\n",
    "        img_paths.append(full_path[i][0])\n",
    "\n",
    "print(\"#images with ages greater than 100: {}\".format(len(img_paths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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6CrDAOYwxHOQMQdancfwkrbDD9h0uA4MBE+dbYCwDgYuxbTI5w2DOp1QqsWJoBGN85soV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\n6rUV7AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1254bceb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_imgs(img_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#images with scores lower than 0.0: 1288\n"
     ]
    }
   ],
   "source": [
    "img_paths = []\n",
    "\n",
    "for i in range(len(face_score)):\n",
    "    if age[i] < 0.0:\n",
    "        img_paths.append(full_path[i][0])\n",
    "\n",
    "print(\"#images with scores lower than 0.0: {}\".format(len(img_paths)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LRunv7mHW/L/O7ph4MgHAj37wA678+NVc+ta3celbLgPfASnxpI8aCeF5U0suuGjoio/A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1254d1240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_imgs(img_paths)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    ""
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2.0
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}